{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.inspection import plot_partial_dependence\n",
    "from sklearn.datasets import fetch_california_housing\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "\n",
    "from sklearn.ensemble import GradientBoostingRegressor"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "线上下载\n",
    "\n",
    "cal_housing = fetch_california_housing()\n",
    "X = pd.DataFrame(cal_housing.data, columns=cal_housing.feature_names)\n",
    "y = cal_housing.target\n",
    "\n",
    "#y -= y.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(20640, 9)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('/Users/chanson/mine/m/book/16/california_housing.csv')\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MedInc</th>\n",
       "      <th>HouseAge</th>\n",
       "      <th>AveRooms</th>\n",
       "      <th>AveBedrms</th>\n",
       "      <th>Population</th>\n",
       "      <th>AveOccup</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8.3252</td>\n",
       "      <td>41.0</td>\n",
       "      <td>6.984127</td>\n",
       "      <td>1.023810</td>\n",
       "      <td>322.0</td>\n",
       "      <td>2.555556</td>\n",
       "      <td>37.88</td>\n",
       "      <td>-122.23</td>\n",
       "      <td>4.526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8.3014</td>\n",
       "      <td>21.0</td>\n",
       "      <td>6.238137</td>\n",
       "      <td>0.971880</td>\n",
       "      <td>2401.0</td>\n",
       "      <td>2.109842</td>\n",
       "      <td>37.86</td>\n",
       "      <td>-122.22</td>\n",
       "      <td>3.585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7.2574</td>\n",
       "      <td>52.0</td>\n",
       "      <td>8.288136</td>\n",
       "      <td>1.073446</td>\n",
       "      <td>496.0</td>\n",
       "      <td>2.802260</td>\n",
       "      <td>37.85</td>\n",
       "      <td>-122.24</td>\n",
       "      <td>3.521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5.6431</td>\n",
       "      <td>52.0</td>\n",
       "      <td>5.817352</td>\n",
       "      <td>1.073059</td>\n",
       "      <td>558.0</td>\n",
       "      <td>2.547945</td>\n",
       "      <td>37.85</td>\n",
       "      <td>-122.25</td>\n",
       "      <td>3.413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3.8462</td>\n",
       "      <td>52.0</td>\n",
       "      <td>6.281853</td>\n",
       "      <td>1.081081</td>\n",
       "      <td>565.0</td>\n",
       "      <td>2.181467</td>\n",
       "      <td>37.85</td>\n",
       "      <td>-122.25</td>\n",
       "      <td>3.422</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MedInc  HouseAge  AveRooms  AveBedrms  Population  AveOccup  Latitude  \\\n",
       "0  8.3252      41.0  6.984127   1.023810       322.0  2.555556     37.88   \n",
       "1  8.3014      21.0  6.238137   0.971880      2401.0  2.109842     37.86   \n",
       "2  7.2574      52.0  8.288136   1.073446       496.0  2.802260     37.85   \n",
       "3  5.6431      52.0  5.817352   1.073059       558.0  2.547945     37.85   \n",
       "4  3.8462      52.0  6.281853   1.081081       565.0  2.181467     37.85   \n",
       "\n",
       "   Longitude  target  \n",
       "0    -122.23   4.526  \n",
       "1    -122.22   3.585  \n",
       "2    -122.24   3.521  \n",
       "3    -122.25   3.413  \n",
       "4    -122.25   3.422  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "feature_names = [\n",
    "    'MedInc', 'HouseAge', 'AveRooms', 'AveBedrms', 'Population', 'AveOccup',\n",
    "    'Latitude', 'Longitude'\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(df[feature_names],\n",
    "                                                    df['target'],\n",
    "                                                    test_size=0.3,\n",
    "                                                    random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GradientBoostingRegressor(alpha=0.9, ccp_alpha=0.0, criterion='friedman_mse',\n",
       "                          init=None, learning_rate=0.1, loss='ls', max_depth=3,\n",
       "                          max_features=None, max_leaf_nodes=None,\n",
       "                          min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                          min_samples_leaf=1, min_samples_split=2,\n",
       "                          min_weight_fraction_leaf=0.0, n_estimators=100,\n",
       "                          n_iter_no_change=None, presort='deprecated',\n",
       "                          random_state=None, subsample=1.0, tol=0.0001,\n",
       "                          validation_fraction=0.1, verbose=0, warm_start=False)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gbdt = GradientBoostingRegressor()\n",
    "\n",
    "gbdt.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plot_single_column_pdp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "%run single_column_pdp.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_single_column_pdp(gbdt,X_train,'MedInc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## plot_partial_dependence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<sklearn.inspection._partial_dependence.PartialDependenceDisplay at 0x12c4da438>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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vQO3+lZqxUOJtaUkFY4rzdARaDpg2oi9pBnPX7WLm6MKw44iISDcWS3WSD1QDH2yyztGJhhJH7s7SknJOH9cv7CiSRPJzMpkwKJ8316pftIiIhCuWIe6uTkQQkaa2VNSws7KOyUPVlUMONvuo/tz84moWbdzN1GF9wo4jIiLdVJt9os1snJm9YGbLg+VJZvad+EeT7mxZSTkAk4b0DjWHJJ/rThtFv17ZfPfx5TRGPOw4IiLSTcVyYuGfgG8B9QDuvhS4tK07mdlQM3vJzN4xs7fN7PrDbDPLzCrMbHFw+V57fwHpGiprG/j9S2v4n6dX8vNnVnLXG+vJSDOOGtAr7GiSZPKyM/jOuRNYvnkP983dEHYcERHppmLpE93T3edZMO1uoCGG+zUAX3P3hWbWC1hgZs+7+zvNtnvN3c+LMa90UT/+xzs8OH8TWRlpuDsNEWf2+H7kZKaHHU2S0HmTBnLPv9dz+5x1fHLGcJq9P4mIiMRdLEX0TjMbTfRkQszsImBrW3dy9637t3P3vWa2AhgMNC+ipZt7Y81OHpy/ic+dPppvnnPUgfXu+qpeDs/MuHjaUL7xyFIWbypX32gREUm4WLpzfBG4FTjKzDYDNwCfa8+DmNkIYCow9zA3zzSzJWb2tJkd08L9rzOz+WY2v7S0tD0PLUmuvjHCtx5bxsiiXG44c+xBt+noYupKRJs9e+IAsjLSeHzxlrjsX6S70GesyJFps4h297XufiZQDBzl7qe4e8wdEc0sD/gbcIO772l280JguLtPBm4mOhb14TLc5u7T3H1acbGmfu5K1pZWsWFXNV86Y4y6bnQhiWiz+TmZnHl0P55cuoWGxkhcHkOkO9BnrMiRabM7h5kVAt8HTgHczOYAP3L3NgdqNbNMogX0vYebnKVpUe3uT5nZ/5lZkbvvbM8vIalr3c5KAMbrBEI5AhdMGcxTy7bxg3+8TWFuNlsr9tEYgZ9eOFH/lImISFzF0if6AeBV4OPB8uXAg8CZrd3Jot/F3wGscPdft7DNAKLTiruZTSd6ZFyzKHQja3dWATCiKDfkJJKKZo0vZmjfHvz1zY0A9OmZye7qes6a0J+zJw4IOZ2IiHRlsRTRA939x02Wf2Jml8Rwv5OBK4BlZrY4WPdfwDAAd/8jcBHweTNrAPYBl7rOJutW1pZW0a9Xtqb2liOSnZHOK18/g4g7Zoa7c8JP/8XTy7eqiBYRkbiKpXJ5zswuBR4Kli8Cnm3rTu4+B2j1zDB3vwW4JYYM0kWt21nFSB2Flg5ISzPSDrzVGB+cMIB/LttKTX2junSIiEjcxDI6x7XAfUAdUEu0e8dnzWyvmTU/UVCkXdbtrGJUsYpo6TznHDuAytoG5qzWqRUiIhI/bR6Jdned8SVxUV5dR1lVnY5ES6c6aXQR+TkZPLxgE8W9sgFIM2PCoHzS0zRsooiIdI5YRucwoicTjnT3H5vZUKL9pOfFPZ10aeuCkwpHFuWFnES6kqyMND50zAAeXlDCs29vP7D+vEkDueUTx4WYTEREupJY+kT/HxABZgM/BiqB3wMnxDGXdAPvF9E6Ei2d67sfmcCHjx2IRyda5bXVO/nz6+s5b9I2nXAoIiKdIpYi+kR3P87MFgG4+24zy4pzLukG1u2sIj3NGNa3Z9hRpIvJz8nkjKP6HVg+dWwxb64t47uPL2fCwHyGFepvTkREOiaWEwvrzSwdood0zKyY6JFpkQ5ZW1rF0D49yMqI5c9Q5Mhlpqfxy4smsWdfPaf/6iWu/vM8XltdikbUFBGRIxXLkejfAY8B/czsp0SHuPtOXFNJSmuMOH9+fR0bdlW3ut3cdWUcOzg/Qamku5s4uICXvj6LB97axP3zNnLFHfM4eUwhf73mRKKnfoiIiMQultE57jWzBcAHiI77/FF3XxH3ZJKS9tbU85X7F/HSqlL69MxstTgxYPbR/RMXTrq9Qb17cONZ4/jiGaP5zfOr+eMr77F6RyXj+msQIhERaZ8Wi2gz69tkcQdwf9Pb3L0snsEkNX35/kXMWb2Tn144kctPHB52HJHDys5I54qZw/njK+/x2uqdKqJFRKTdWuuMugCYH/wsBd4FVgfXF8Q/mqSaNTsqeXlVKdd/YKwKaEl6g3v3YFRRLnNWl4YdRUREUlCLRbS7j3T3UcC/gI+4e5G7FwLnAc8lKqCkjnvnbiAz3bh0+rCwo4jE5JSxRcxdV0Zdg86VFhGR9ollWIQZ7v7U/gV3fxo4KX6RJBVV1zXwyIISzp448MAscSLJ7uQxRVTXNbJw4+6wo4iISIqJZXSOLWb2HeCvwfLlwJb4RZJUsqmsml8+u4pte2rYW9PAJ0/UUWhJHTNHF5KeZjy+eDO1DREmDS6gT66GwRcRkbbFciT6MqCY6DB3jwbXL4tnKEkdD83fxJNLt1BeXcdHJg9i+si+bd9JJEnk52Ry3LDe3D9vE5+6cx7XP7g47EgiIpIiYhnirgy4PgFZJAW9unonU4f14W+fVw8fSU2/vXQq72zZw/wNZdz6ylreeG8nJ40uCjuWiIgkOU0VJ0esvLqOpSXlnDpWBYekrsG9e3DWhP589cxxDCzI4RfPrNJMhiIi0iYV0XLEXl+zC3c4dWxx2FFEOiwnM50bzhzL4k3lfPT3r/P9x5dTWdsQdiwREUlSsZxYKHJYr60upVdOBpOHFIQdRaRTfPy4IZTs3sdb68v4y5sbqGuM8LOPTQo7loiIJKHWZiy8GWjxO013/0pcEknSq2uIsK+ukddW7+Tk0UVkpOsLDekaMtLT+NoHxwPws6dXcOsrazl74kBOH6dvW0REupJIxElLsw7to7Uj0fM7tGfpkqpqGzjjVy+zY28tAF88Y0zIiUTi46tnjuOFFTv4z0eW8uRXTqEoT+Ofi4h0Be7Opbe9yUljCrnhzHFHvJ8Wi2h3v/uI9ypd1sPzN7Fjby1fmT2Gfvk5XDh1cNiRROIiJzOd314yhYv++Aaf+8sC7r32RLIz0sOOJSIiHbRoUznz1pdx3uSBHdpPm9/Dm1mxmf3KzJ4ysxf3Xzr0qJKSGiPOna+v57hhvbnxg+P55Izh9MhSUSFd18TBBfzvxVOYv2E3P/zHO2HHERGRTnDPG+vJy87gY8cN6dB+YunMei+wAhgJ/BBYD7zVoUeVpNUYcWrqGw97eXr5VjaWVXPtqaPCjimSMOdOGsinZg7nobc2URp0YxIRkdS0Y28N/1y2lYuOH0JedsfG14jl3oXufoeZXe/urwCvmJmK6C6otqGR03/xMtv21LS4zbC+PfngMQMSmEokfFfMHMHd/97AowtL+Ozpo8OOIyIiR+j+uZuob3SunDm8w/uKpYiuD35uNbNzgS2A5nbuglZs3cu2PTVcfPwQRhbnHnabU8cUk97Bs1lFUs2YfnkcP7wPD87fxHWnjcJMbUBEJNXUN0a4d+4GThtXzKjivA7vL5Yi+idmVgB8DbgZyAe+2uFHlqSztKQcgBvOGsfg3j3CDSOSZC6ZNpRv/G0pCzbsZtoIHUcQEUk1zyzfxo69tfzPxzt+FBpi6BPt7k+6e4W7L3f3M9z9eHd/olMeXZLKkk0VFOVlMaggJ+woIknn3EkDyc1K56sPLebeuRtYsKGMd7fvDTuWiIjE6O431jOsb09OH9evU/bX2mQr33D3X7Q06YomW+l6lpSUM2lIb31VLXIYudkZ3HrFNH7+zEq+/djyA+t/fMExXDFzRHjBRERCVLq3lqUl5XiL0/O1z/4SxAyMw9cjdY0RyqvrKKuqp7y6jvrGth+8tqGR+Rt2851zj+60bqmtdedYEfzUpCvdQGVtA++VVvKRSYPCjiKStE4ZW8TJY05m2eYKyqvruX3OOn785AqOG96HYwYVhB1PRCQh3J1Fm8q5+431PLVsa0xFbLxkZaSRHePMyaOKcrn4+KGd9titTbbyj+Bqtbs/3PQ2M7u40xJIUlhWUoE7TBqqQkCkNWbGpCG9AThmUD4f/t1rXHnHPIYV9mRgQQ4fmzqEWeOLyYjxTV1EpC3b99Tw+OLNVNU2dnhfNfWN7KysY2dlLWVVdTREDi6AYzlGW13XwPpd1fTKzuCTM4Zz7rEDO2UyKg86PrgfpgtEExlpRu+emfTNzaJHZnpo36DHcmLht4CHY1gnKWxJcFLh5KA4EJG2FeZlc+sV07j5hdXUNUaYt243Ty3bxtED87n5simM6dcr7IgiksLWllZy26treXThZuoaI52yz6z0NIrysijqlU1hXhaZTf7hj7VLRprBNaeM5MLjOj7WciprrU/0OcCHgcFm9rsmN+UDDfEOJom1tKScIX160Dc3K+woIillytDe3HHVCUB0+KSnl2/jh0+8zXk3z+HogfmkmzGyKJfpI/ty0fFDdM6BiLSppr6RHz/5DvfN20hmehr/ccIQrj11FMMLDz/8rISjtX8fthDtD30+sKDJ+r1oiLsuxd1ZtLGc44b3CTuKSErLTE/j/MmDmDGyL794dhXb99RQ1xDhxZU7eHhBCSW79/HVs8aFHVNEktiW8n18/q8LWFJSwadPHsnnZ42muFd22LHkMFrrE73EzJYDH3L3uxOYSRJsY1k1WytqmDFSY9+KdIZ++Tn86uLJB5bdna8/vJSbXliNu5Oelsbxw/twytiiEFOKSDxsKqvmlhfXEHEnLyeDXtkZ9O6ZxYCCHPrn59CvVzZZGWnRvsfBCBT7v6B6e8sebnxwMbUNEW694ng+pBmCk1qrHVncvdHMhppZlrvXJSqUJNaba3cBMHN0YchJRLomM+NnHzuWzeXV/O7FNQDkZWfw3FdPY5AmNhLpMuas3smX7l9IXUOEgh6ZVNY0UFnX0K7h38b0y+PWK45ndCfMqCfxFUtv8HXA62b2BFC1f6W7/zpuqSSh3lxbRlFelhqsSBxlZaRx72dmULK7mvpG5yM3z+G/HlvGn686Qf2kRVKcu3P7a+v42dMrGNMvj9uumMaIomj/5UjEKd9Xz7aKGrbvqWHH3hoaIv7+CBRNKuzsjHQ+PGlgtz5ZL5XE8iq9F1zSAJ1q3sW4O2+u3cWJowr1QS4SZ+lpduDEoP/3ofH86Ml3+Mgtc8gKzo4vysvmZx87lsI89X8USWYvrdzBr55bxb666JBzdY0RSnbv4+xjBvC//zGZ3CZFcFqa0Tc3i765WUwYlB9WZImDNotod/9hIoJIODbsCvpDj1JXDpFE+tRJI9hcvu+gqcNfXlXKf/5tKX+6cpr+qRVJQvWNEf73uXf54yvvMbo4l2MGvz+3wjWnjOSqk0ao7XYjbRbRZlYMfAM4BsjZv97dZ7dxv6HAPUB/ot9Y3ObuNzXbxoCbiA6lVw1c5e4L2/k7SDttrdhHTX10vMlnlm8DYKaKaJGESk8zvnvehIPW3TlnHT968h1+8/y7nDCyL6OK8xisPtMiSWHjrmpufGgx8zfs5hMnDuN7500gJ7PjE4xI6oqlO8e9wIPAecDngE8BpTHcrwH4mrsvNLNewAIze97d32myzTnA2OByIvCH4KfEwZ6aen7wxNs8unDzQev79cpmdLHGnhQJ29Unj2DOmp0HTj5MTzMunDqYG88apxMQRRIsEnHmb9jNS6t28NLKHazctpfcrHRuunQKF0wZHHY8SQKxFNGF7n6HmV3v7q8Ar5jZW23dyd23AluD63vNbAUwGGhaRF8A3OPuDrxpZr3NbGBwX+lEZVV1XPD7OWwpr+Gzp4/i6AHv98saP6CXvn4SSQJmxm1XHM+SkgoaI84zy7dx79wNvLRyB7decTzTRmgYSpF4W7NjL48u3MzfF21mS0UNGWnGtBF9+NY5R3He5EH6dkgOiKWIrg9+bjWzc4lOwtKud3IzGwFMBeY2u2kwsKnJckmw7qAi2syuA64DGDZsWHseWgLfe3w52ypquP/aGUzXeNASZ2qzRy4jPTqGNMD0kX25fMYwPnP3fC697U0GFOQcsv3p44r56YXHJjqmdCFqr9GT7F9eVcr/vbyGt9bvJj3NOG1sEd/88NGcMb6YXjmZYUeUJBRLEf0TMysAvgbcTHTa75hnLDSzPOBvwA3uvudIQrr7bcBtANOmTWvHaIvdU+neWp5YsoXGSITc7Awqaxp4culWvv7BcSqgJSHUZjvP6OI8HvvCSdz84hp2Vx88XP+W8n3cO3cjF08bypShvcMJKCmvo+3V3amqa2TPvnoaGsNr7vWRCDv31rIjuNTUNx64Lc2MXjkZFPTIpHfPzIP6Mm/evY9bX13Liq17GNy7B9/+8NFcMHUQ/Xod+k+rSFMtFtFmlkO0D/QYokeH73D3M9qzczPLJFpA3+vujx5mk83A0CbLQ4J1coTqGyN85u63WFJScdD6YwcX8LnTR4eUSkQ6onfPrENOQgSorG3g1J+/yG+ef5e7Pz09hGTS3Zzxq5fZW9NwYLkhEmFvTQONkdT+X3lUcS6/ungyF0wZRGYw5KRIW1o7En030a4crxE9AXACcH2sOw5G3rgDWNHKxCxPAF8ysweInlBYof7QHXPzi2tYUlLBTZdO4cyj+1O+r56Nu6oZP6AXGXpjEOlS8rIzuO600fz8mZXcO3cDA/KjR86yM9I5YWQfsjM0coB0rjPG96Om4f0jvOlm5PeIHuHNz8kMtQBNTzOK8rLpl59NcV42PbPf//uPRKIn11fsq6e8up66hsiB23Iy05g6rA/paTo3SNqntSJ6grsfC2BmdwDz2rnvk4ErgGVmtjhY91/AMAB3/yPwFNHh7dYQHeLu6nY+hgDVdQ184k9z2VVVy+bd+/jY1MEHzhzOzc7QSRAiXdiVM4dzx5x1fPux5QetL8zN4uyJA+iZlc60EX350DEDQkooXcn3PnLoNyKpokdWOv3z1UVDOk9rRfT+Ewpx94b2jt7g7nOAVu8UjMrxxXbtWA6xcEM5izeVc8b4Yj44YQA3nDk27EgikiC52Rk8df0pbKuoObCudG8tD7y1iccXb6GuMcLtc9bxwLUzOFHjwYuIdJrWiujJZrb/READegTLRrT+1dyVSWLRxt2YwU2XTSVfZxCLdDv9euUcchLUB47uD0BVbQPn/u41bnxoCU9dfyoFPfQeISLSGVrsvOTu6e6eH1x6uXtGk+sqoJPI4k3ljCnOUwEtIofIzc7gpkunsn1PDTc8sOigvqBheuXdUh5dWBJ2DBGRI6YzzVKcu7NoU7mGtxKRFk0e2psfXnAML60q5foHFtHQGH4hfdO/3uW/n1oZdgwRkSOmIjrFbSyrpqyqjqnD+oQdRUSS2OUnDuc75x7N08u3ceura0PN0tAY4e0te9hZWcvOytpQs4iIHCkV0Slu0cZyAKYO6x1qDhFJfp85dRSnji3inn+vpz7Eo9Grd1RSG3QrWbVtb2g5REQ6QkV0ilu8qZyeWemM698r7CgikgKuPnkE2/fU8szybaFlWNZkMqiVKqJFJEWpiE5RFdX1PPf2Nl5etYPJQ3prkHgRicmscf0YXtiTu99YH1qGpZvL6ZWdQWFuFqu27Wn7DiIiSai1Ie4kZD/95zusLa0iNzuD9DQjzYyivCy276nhqeXbqGuIkJFmXHPqqLCjikiKSEszrpw5gh8/+Q5TfvTcgcH8e2ZlMKo4l765Wa0P8N98f2aMKs7lxFGFnDCib0z3WVZSwcTBBaSl6Ui0iKQuFdFJqrK2gT+9to4B+TnkZKYR8ejJODsr68jOSOPSE4Zy/uRBTBxcQE6mpvYVkdhdNn0oO/bWsK/u/embK/bVs7a0io1l1e3aV31DhEcXbQbgt5dM4aNTB7e6fV1DhBVb93L1ySOob3Tum7eBxojr2zQRSTkqopPU2tJKAH5w/jGcPfH96XrdnYijDxwROWI9szL41jlHd9r+KvbVc81db/Hdvy/n+OF9GNq3Z4vbvrt9L3WNEY4dUkB1bSM19RE2llUzsii30/KIiCSCiugk9V5QRI8uPviDxcxIV/0sIkmkoEcmv7lkCufc9BqfuP1NRhS2XBCX7o0OaTdpcG/K99UBsGrbHhXRIpJyVEQnqbWlVaSnGcMKWz6iIyKSLIb27cnvLpvCH15+j6rahha365mVzoVTBzO0bw+K67Mxg0cWlLC1oiYhOYf17ckpY4vIzlA3OBHpGBXRSeq90kqG9e2pN3oRSRmzj+rP7KP6x7x9j6x0pgztzb9W7OBfK3bEMdnB8nMy+MmFx3L+5EEJe0wR6XpURCeptaVVjNLXmyLSxT382ZlUtnLkujO5w+KScn793Lt89+/LOW1sEb17ZiXksUWk61ERnYQaI87anVWcNq447CgiInGVkZ6W0EL2jPH9GFiQw4dveo3f/ms1Pzj/mIQ9toh0LSqik9CW8n3UNUR0JFpEJA6OGpDPJ04cxl/e3MCuqrp2jYvdli+cMZqjBuR34h5FJFmpiE5Ca/aPzNEvL+QkIiJd041njWdtaRXLN1e0vXE7VNYkpmuKiIRPRXQSem9HtIjWkWgRkfjom5vFfdfOCDuGiKQwFdFJZE9NPSu37mVpSQW9e2bSN1cnvIiIiIgkIxXRSeR/nl7JfXM3AjBteB/MNKuKiIiISDJSEZ1EXl+zkxNG9OHCqUOYPLQg7DgiIiIi0gIV0UliW0UNG3ZVc8WM4XzixGFhxxERERGRVqSFHUCi5q7bBcCMUYUhJxERERGRtqiIThJvrt1Fr5wMjh6o8UVFREREkp2K6CQxd20Z00f0JT1NJxOKiIiIJDsV0Ulgx54a1u6s4sRRfcOOIiIiIiIx0ImFCbSvrpGr75rHm2vLDlq//+DziSPVH1pEREQkFaiIThB35+uPLGHuujKuOWUkudkZ+2+g0Z0+PbOYNETD2omIiIikAhXRCXLHnHX8c+lWvnnOUXzu9NFhxxERERGRDlCf6ATYV9fI/738HqePK+azp40KO46IiIiIdJCK6AT428ISyqrq+MKs0ZrKW0RERKQLUBEdZ40R544565g8pIDpIzX6hoiIiEhXoD7Rnay+McK198xna3nNgeV1O6u45RNTdRRaREREpItQEd3J/v3eLl5eVcpJowvJz8kE4JSxRZx9zICQk4mIiIhIZ1ER3cmeXr6V3Kx07rzqBHIy08OOIyIiIiJxoD7RnaihMcKzb2/nA0f3VwEtIiIi0oWpiO5E89aVUVZVx4ePVdcNERERka4sbkW0md1pZjvMbHkLt88yswozWxxcvhevLIny1PKt9MhM5/Rx/cKOIiIiIiJxFM8+0XcBtwD3tLLNa+5+XhwzJExtQyNPL9vG7KP60SNLXTlEREREurK4HYl291eBsnjtP9k8tWwru6rquHT60LCjiIiIiEichd0neqaZLTGzp83smJY2MrPrzGy+mc0vLS1NZL6Y/eXfGxhZlMvJo4vCjiISulRosyISpfYqcmTCLKIXAsPdfTJwM/D3ljZ099vcfZq7TysuLk5Uvpgt31zBwo3lfHLGcNLSNKGKSLK3WRF5n9qryJEJrYh29z3uXhlcfwrINLOUPIx75+vryMlM46Ljh4QdRUREREQSILQi2swGWDAPtplND7LsCivPkVq5bQ+PLdrM5ScOp6BHZthxRERERCQB4jY6h5ndD8wCisysBPg+kAng7n8ELgI+b2YNwD7gUnf3eOWJl589tZJe2Rl8efaYsKOIiIiISILErYh298vauP0WokPgJbV/LNnCE0u2kGZgHNzfua4xwivvlvJfHz6K3j2zQkooIiIiIokWz3Giu4Tfv7SGLeX7GFjQ47C3nzNxAFfOHJHYUCIiIiISKhXRrdhX18jqHZV8/vTRfP1D48OOIyIiIiJJIuxxopPaO1sraIw4k4YUhB1FRERERJKIiuhWLC2pAGDSkN7hBhERERGRpNJti+hZs2Yxa9asVrdZWlJBv17ZDCjIadf92vs4Hdk+kffpjPsmcp+p9PjSfp39miVT247Xtp1xv3jvKxUfX8IXRjvojL+7ROdOtfeWeO6zM3TbIjoWS0vK1ZVDRERERA6hIroFe2vqWbuzSl05REREROQQKqJbsHzzHtzhWB2JFhEREZFmVEQfhrvzj6VbAJg0WEW0iIiIiBysW44TXbq3lsrCo8GMxxaVHHL7Cyt28OTSrVw2fSiFedkhJBQRERGRZNbtiui3t1Tw6bveYufY8wD46oNLDrvd//vQeL4wa3Qio4mIiIhIiuhWRfTra3Zy3T3zKeiRyYC37yO9rop77733kO1yszMo7qUj0CIiIiJyeF2+iG5ojFDbEOGN93bxxfsWMqool7s/PZ1Lnv0xACOKckNOKCIiIiKppssW0Y0R5/55G/nVc6sor64H4NjBBdzz6en0yc0KOZ2IiIiIpLIuV0T/4Im3eXj+JhrdqamPMGNUX2Yf1Y+czHQ+OnUw+TmZYUcUERERkRRn7h52hnYxs1JgQxx2XQTsjMN+k113/b2h6/zuw929OOwQLenENptsr1ey5YHky5RseSD8TKnYXsN+zppKpiyQXHmU5fA6mqXFNptyRXS8mNl8d58Wdo5E666/N3Tv3z0VJdvrlWx5IPkyJVseSM5MyS6ZnrNkygLJlUdZDi+eWTTZioiIiIhIO6mIFhERERFpJxXR77st7AAh6a6/N3Tv3z0VJdvrlWx5IPkyJVseSM5MyS6ZnrNkygLJlUdZDi9uWdQnWkRERESknXQkWkRERESknVREi4iIiIi0U7cuos1sqJm9ZGbvmNnbZnZ92JkSyczSzWyRmT0ZdpZEMrPeZvaIma00sxVmNjPsTBIVS5u0qN+Z2RozW2pmx4WcZ5aZVZjZ4uDyvXjlCR4vx8zmmdmSINMPD7NNtpk9GDxHc81sRMh5rjKz0ibP0WfilafJY7b4/pbI5yfVmdnZZrYqeK6+meDHvtPMdpjZ8ibr+prZ82a2OvjZJ0FZDvteEEaeltqcmY0M/p7XBH/fCZueuXl7CyuLma03s2XB+8z8YF3cXqNuXUQDDcDX3H0CMAP4oplNCDlTIl0PrAg7RAhuAp5x96OAyXTP5yBZxdImzwHGBpfrgD+EnAfgNXefElx+FMc8ALXAbHefDEwBzjazGc22uQbY7e5jgN8APw85D8CDTZ6j2+OYZ7/W3t8S+fykLDNLB35PtM1NAC5L8GfkXcDZzdZ9E3jB3ccCLwTLidDSe0EYeVpqcz8HfhP8Xe8m+neeKM3bW5hZzgjeZ/aPDR2316hbF9HuvtXdFwbX9xL9AxgcbqrEMLMhwLlAIj7MkoaZFQCnAXcAuHudu5eHGkoOiLFNXgDc41FvAr3NbGCIeRIq+L0rg8XM4NL8DPELgLuD648AHzAzCzFPQsXw/paw5yfFTQfWuPtad68DHiD63CWEu78KlDVb3fS1uxv4aIKytPRekPA8rbS52UT/nhOWBQ5tb0FbCiVLC+L2GnXrIrqp4Ou8qcDckKMkym+BbwCRkHMk2kigFPhz8NXT7WaWG3YoOVQrbXIwsKnJcgkJKGzbeI+YGXy1+rSZHZOALOlmthjYATzv7i0+R+7eAFQAhSHmAfi4RbvfPGJmQ+OVJfBbWn9/S+jzk8JCaWtt6O/uW4Pr24D+iQ7Q7L0glDzN2xzwHlAe/D1DYl+r33JweysMMYsDz5nZAjO7LlgXt9dIRTRgZnnA34Ab3H1P2HnizczOA3a4+4Kws4QgAzgO+IO7TwWqSNzXgRKjZGuTbeRZCAwPvlq9Gfh7vPO4e6O7TwGGANPNbGK8H7ODef4BjHD3SUQ/8O8mTrr5+1u34tExehP6rUdr7wWJzNO8zQFHJeJxm0vC9naKux9HtAvSF83stKY3dvZr1O2LaDPLJNog7nX3R8POkyAnA+eb2XqiX8/NNrO/hhspYUqAkiZHyh4hWlRLkoihTW4Gmh7JHBKsCyWPu+/Z/9Wquz8FZJpZUbzyNHvscuAlDu03euA5MrMMoADYFVYed9/l7rXB4u3A8XGMEcv7WyjPTwpKaFuL0fb93beCnzsS9cAtvBeElgcOanMziXZtywhuStRrdUh7I3reURhZcPfNwc8dwGNE/8GI22vUrYvooN/OHcAKd/912HkSxd2/5e5D3H0EcCnwort/MuRYCeHu24BNZjY+WPUB4J0QI0kTMbbJJ4ArLWoGUNHkq7qE5zGzAfv705rZdKLvq3EryMys2Mx6B9d7AGcBK5tt9gTwqeD6RUTbeFyOkMWSp1mf9fOJ48m8Mb6/Jez5SXFvAWODkRayiD6fT4Scqelr9yng8UQ8aCvvBQnP00KbW0G0mL4okVlaaG+Xh5HFzHLNrNf+68AHgeXE8TXKaHuTLu1k4ApgWdC3COC/gqNJ0nV9Gbg3+FBYC1wdch5532HbJDAMwN3/CDwFfBhYA1QT39cvljwXAZ83swZgH3BpnAuygcDdwcgJacBD7v6kmf0ImO/uTxD9sP+Lma0hemLWpSHn+YqZnU90hIMy4Ko45jmsEJ+flOXuDWb2JeBZIB24093fTtTjm9n9wCygyMxKgO8D/wM8ZGbXABuA/0hQnJbeC8LI01Kbewd4wMx+AiwiOIE+JP8ZQpb+wGPBMY0M4D53f8bM3iJOr5Gm/RYRERERaadu3Z1DRERERORIqIgWEREREWknFdEiIiIiIu2kIlpEREREpJ1URIuIiIiItJOK6G7KzLzpBARmlmFmpWb2ZDv387KZTQuur0/UJBMiXZGZfTRom0c0+5iZZZnZb81sjZmtNrPHzWxIZ+cU6e7MrLLZ8lVmdksCH7/IzOrN7HOJekw5lIro7qsKmBgM1A7RwdrDnolKpLu7DJgT/DwS/w30Asa7+1iiU5A/un8yGBHpMi4G3uTI3yukE6iI7t6eAs4Nrl8G3L//hmDmnzvNbJ6ZLTKzC4L1PczsATNbYWaPAT2a79TMRgS3/8nM3jaz5/YX62Y2xsz+ZWZLzGyhmY2O/68pkvzMLA84BbgGuNTMzjazh5vcPmv/N0Vm9kEz+3fQhh42szwz60l04pmvunsjgLv/GaglOhUvZnalmS0N2t9fgnX9zeyxYN0SMzspaMPLmzz2183sB8H1l83sJjNbbGbLLTpLo4gEgvbzYtDWXjCzYcH6u8zsoibbVQY/B5rZq03a1KnB+kPaeZOHuQz4GjC46bdNZnaNmb0bfHb/af/RcYvOcvg3M3sruJycgKeiy1MR3b09QPTDOgeYBMxtctu3iU7fOR04A/ilRafR/DxQ7e5HE5096vgW9j0W+L27HwOUAx8P1t8brJ8MnATEZbpmkRR0AfCMu79LdNrw3cCJQbsDuIToDGBFwHeAM939OGA+cCMwBtjo7nua7Xc+cIyZHRPcb3bQ/q4Pbv8d8Eqw7jgglhnperr7FOALwJ1H9NuKpLYeQdG7OJjB8EdNbrsZuNvdJxH9zPtdG/v6BPBs0KYmA4tbaeeY2VBgoLvPAx4i+t6AmQ0CvgvMIDrDYtNuYTcBv3H3E4h+Ht9+pL+4vK+7T/vdrbn7UjMbQfQ/2uZTnX8QON/Mvh4s5xCd6vg0gjeE4P5LW9j9OndfHFxfAIyw6Jz2g939seD+NZ31u4h0AZcR/aCD6D+4FwPPAB8xs0eIfmv0DeB0YALwetBLIwv4dwz7nw087O47Ady9rMn6K4N1jUCFmfVpY1/3B9u/amb5Ztbb3ctj+SVFuoh9QdELRPtEA9OCxZnAx4LrfwF+0ca+3gLuNLNM4O/uvtjMWmvnlxAtniH6XnEn8L/AdKL/EJcFmR4GxgXbnQlMaNKzK9/M8tz9oL7d0j4qouUJ4FfALKCwyXoDPu7uq5pu3I6ulbVNrjdymG4fIhJlZn2JFrPHmpkD6YAT7Z7xRaAMmO/ue4P+zc+7+2XN9pELDDOzXu6+t8lNxwNPEv1AjlUDB39TmdPsdm9jWUQOdaBdmVka0cJ4/z+jpxH9R/kuM/s10W+iDmnngcuAAWZ2ebA8yMzGtvHYacAMHbzqXOrOIXcCP3T3Zc3WPwt8ef8JSWY2NVj/KtGvnjCziUS7gcQk+GAvMbOPBvfPDvpxinR3FwF/cffh7j7C3YcC64h+6B4HXEv0iBNETyY62czGwIHzF8a5exVwN/BrM0sPbrsS6Am8GFwuNrPC4La+wf5eINpNCzNLN7MCYDvQz8wKzSwbOK9Z3v1fH58CVLh7RSc/HyKp7A3g0uD65cBrwfX1vN8F8nwgE8DMhgPb3f1PRLtZHEcL7dzMxgF57j44eK8YAfyMaGH9FnC6mfUxswze70YJ8Bzw5f0LZjalU3/jbkpFdDfn7iXufrj+Wj8m2sCXmtnbwTLAH4A8M1tBtA/YgnY+5BXAV4JuIG8AA44suUiXchnwWLN1fyP6QfwkcE7wE3cvBa4C7g/a0b95v+/jt4Aa4F0zW020S8iFHvU28FPgFTNbAvw6uM/1wBlmtoxoe57g7vVE2/c84HlgZbNsNWa2CPgj0RMhReR9XwauDtrnFbx//sGfiBa5S4h2+agK1s8ClgRt6hLgplbaeUvvFZe5+2aiI/TMA14nWrTv/wf3K8C04GTHdwANjdcJzF3fwomISGzM7GXg6+4+P+wsInKw/f2cgyPRjwF37j8PSTqfjkSLiIiIdA0/CEYLWU60S9jfQ03TxelItIiIiIhIO+lItIiIiIhIO6mIFhERERFpJxXRIiIiIiLtpCJaRERERKSdVESLiIiIiLTT/wdkIINbou/H7AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12, 4))\n",
    "plot_partial_dependence(gbdt,\n",
    "                        X_train, ['MedInc', 'AveOccup', 'HouseAge'],\n",
    "                        method='brute',\n",
    "                        ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<sklearn.inspection._partial_dependence.PartialDependenceDisplay at 0x12c745c18>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(9, 6))\n",
    "plot_partial_dependence(gbdt,\n",
    "                        X_train, [('HouseAge', 'AveOccup')],\n",
    "                        grid_resolution=50,\n",
    "                        method='brute',\n",
    "                        ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# pdpbox"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pdpbox import pdp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x684 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pdp_MedInc = pdp.pdp_isolate(model=gbdt,\n",
    "                             dataset=X_train,\n",
    "                             model_features=X_train.columns.tolist(),\n",
    "                             feature='MedInc',\n",
    "                             num_grid_points=30)\n",
    "_ = pdp.pdp_plot(\n",
    "    pdp_MedInc,\n",
    "    'MedInc',\n",
    "    center=False,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ICE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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DTwC4dIPnSERERER03lywAqzdbnsA3wfgB2dmZr75LL98sMfqQQBH2u32Z4c+3jl0u/8eH+tJAB8EcAChGNsH4GCcsfpthCWRg+WDH2u32/Uaj/mNAA622+2H4n3+FYCnEAqXZ+JP4uWnEAqyQSE42F/1AgC/FR/zTgCf28R9vgHh+dwVn+M7AeycmZnZuep23wrg99vt9ly73VaEAm/YX69x318P4PPtdvuL8eP/PmIsvxzH/jkAnwfwDQjF16+32+3FeJv3ADgwMzNTrPraCmEGDAjfn9XjR7xPB+DjMzMzPwvgD9vt9l0jxoQ4pl8GsAOh+PqDePVaP/NuM/dHRERERPRMXdAuiO12+zEAPwTgNxFmIQYUwHBTh9UvzHtD71cbPMTwC2eJt7UIhdRLBm8AXokwCwMAC+vc11rfCwMg3+DxgdHPpQMAsQDCqtt21/j6wXLNje7XAvifQ8/vZQC+BsDsqseuV93H6kJjre/F6sddq1hd/RgDJj7G6u+lQVjuurqRRz8W6ms9LgCg3W7PAXgxgB+P9/2+mZmZH91oQDMzMy+emZl5afx6RVjS+LL46ccQCvSB/QizYEREREREF9wFb0Pfbrd/H6GD4D8fuvoYQsEwmAV69Tne/Q/E+7gcYebrIIC/AvC34pJCzMzMfCvCrNLqpX+rDb7u6vh134iwXO3jI75u+Llcg7g8bjPa7fYCwizUP4pf/2KExhEAMAegmJmZeX78+LuGvvQvAPy9mZmZQSHxQwjPfbUPAPjumZmZ7fHjNyEUOhu5E8AL4liAM5d8ruUfxLG/DMBzAXwYYTbyB4eWff4zAB9pt9u9te/iaWrEwndmZubbEJ7bXe12+2cQZgtfvP6XAggZ/HrseDgY41/F9/8EYVkqZmZmLgVwM8IeOCIiIiKiC26rzgH7ZzhzL9F/BrBvZmbmPoQlgh86x/ttzMzMfAphGds/bbfb97fb7S8gvMD+3ZmZmc8itCP/jqHlcGuKS+7+McJ+sXsQmmd8e7vdPjViDD+HULjdA+DfIzS6OBvfD+ANcaz/BsCROJ5TAN4B4M9nZmY+gaHCqd1ufzA+1v+ZmZn5HEJTiVuGZtkGt/srAL8K4KMzMzOfBLAdobHGutrt9rF4f78dv7dXjRj/18Xb/RqAN7bb7VkAtwL4SwB/MzMz8yWE2af/38jvxIovAHAzMzN/g1C8fwHAPfE53ITQyRAzMzPvnZmZ+aE1nsP/RCi0Phm/P89DKD6B0GRlcmZm5gtxjG9vt9sPnsXYiIiIiIjOmaiOmhChrRQLuX/Sbrc/dB7u62sA3NRut/9T/PhtAF7Rbrff+EzvO96fArio3W4fPx/3R0RERET0bHeh2tBTGu4H8BMzMzNvQZhBewxx+R0REREREW09zoARERERERFtka3aA0ZERERERPRVjwUYERERERHRFmEBRkREREREtEVYgBEREREREW0RFmBERERERERbhAUYERERERHRFmEBRkREREREtEVYgBEREREREW0RFmBERERERERbhAUYERERERHRFmEBRkREREREtEVYgBEREREREW0RFmBERERERERbhAUYERERERHRFmEBRkREREREtEVYgBEREREREW0RFmBERERERERbhAUYERERERHRFmEBRkREREREtEVYgBEREREREW0RFmBERERERERbhAUYERERERHRFmEBRkREREREtEVYgBEREREREW0RFmBERERERERbhAUYERERERHRFmEBRkREREREtEVYgBEREREREW0RFmBERERERERbhAUYERERERHRFmEBRkREREREtEVYgBEREREREW0RFmBERERERERbhAUYERERERHRFmEBRkREREREtEVYgBEREREREW0RFmBERERERERbhAUYERERERHRFmEBRkREREREtEVYgBEREREREW0RFmBERERERERbhAUYERERERHRFmEBRkREREREtEVYgBEREREREW0RFmBERERERERbhAUYERERERHRFmEBRkREREREtEVYgBEREREREW0RFmBERERERERbhAUYERERERHRFmEBRkREREREtEVYgBEREREREW0RFmBERERERERbhAUYERERERHRFmEBRkREREREtEVYgBEREREREW0RFmBERERERERbhAUYERERERHRFmEBRkREREREtEVYgBEREREREW0RFmBERERERERbhAUYERERERHRFmEBRkREREREtEVYgBEREREREW0RFmBERERERERbZOwFmIjsGvcYaGPMKH3MKG3MJ33MKH3MKH3MKH3MKA1jL8AATI17ADQSM0ofM0ob80kfM0ofM0ofM0ofM0pACgXYiXEPgEZiRuljRmljPuljRuljRuljRuljRglIoQDbN+4B0EjMKH3MKG3MJ33MKH3MKH3MKH3MKAEpFGDHxz0AGokZpY8ZpY35pI8ZpY8ZpY8ZpY8ZJSCFAqwx7gHQSMwofcwobcwnfcwofcwofcwofcwoASkUYJPjHgCNxIzSx4zSxnzSx4zSx4zSx4zSx4wSIKo63gGINFS1O9ZB0IaYUfqYUdqYT/qYUfqYUfqYUfqYURpSmAG7YtwDoJGYUfqYUdqYT/qYUfqYUfqYUfqYUQJSKMBYhaePGaWPGaWN+aSPGaWPGaWPGaWPGSUghQJsbtwDoJHmxj0AGmlu3AOgDc2NewA00ty4B0AjzY17ADTS3LgHQCPNjXsAlEYBtnfcA6CRmFH6mFHamE/6mFH6mFH6mFH6mFECUijAjo17ADQSM0ofM0ob80kfM0ofM0ofM0ofM0pACgXYxLgHQCMxo/Qxo7Qxn/Qxo/Qxo/Qxo/QxowSkUIC1xj0AGokZpY8ZpY35pI8ZpY8ZpY8ZpY8ZJYDngNFIzCh9zChtzCd9zCh9zCh9zCh9zCgNKcyA8TyC9DGj9DGjtDGf9DGj9DGj9DGj9DGjBKRQgC2NewA0EjNKHzNKG/NJHzNKHzNKHzNKHzNKQAoF2OK4B0AjMaP0MaO0MZ/0MaP0MaP0MaP0MaMEpFCAXTTuAdBIzCh9zChtzCd9zCh9zCh9zCh9zCgBKRRgR8Y9ABqJGaWPGaWN+aSPGaWPGaWPGaWPGSUghQJsetwDoJGmxz0AGml63AOgDU2PewA00vS4B0AjTY97ADTS9LgHQCNNj3sAlEYB1hj3AGgkZpQ+ZpQ25pM+ZpQ+ZpQ+ZpQ+ZpQAngNGIzGj9DGjtDGf9DGj9DGj9DGj9DGjNKQwA8bzCNLHjNLHjNLGfNLHjNLHjNLHjNLHjBKQQgG2MO4B0EjMKH3MKG3MJ33MKH3MKH3MKH3MKAEpFGCcBk0fM0ofM0ob80kfM0ofM0ofM0ofM0pACgXY7nEPgEZiRuljRmljPuljRuljRuljRuljRglIoQA7PO4B0EjMKH3MKG3MJ33MKH3MKH3MKH3MKAEpFGC7xj0AGokZpY8ZpY35pI8ZpY8ZpY8ZpY8ZJSCFAqwY9wBoJGaUPmaUNuaTPmaUPmaUPmaUPmaUAJ4DRiMxo/Qxo7Qxn/Qxo/Qxo/Qxo/QxozSkMAPG8wjSx4zSx4zSxnzSx4zSx4zSx4zSx4wSkEIBdnrcA6CRmFH6mFHamE/6mFH6mFH6mFH6mFECUijA6nEPgEZiRuljRmljPuljRuljRuljRuljRglIoQDbOe4B0EjMKH3MKG3MJ33MKH3MKH3MKH3MKAEpFGCHxj0AGokZpY8ZpY35pI8ZpY8ZpY8ZpY8ZJSCFAmzPuAdAIzGj9DGjtDGf9DGj9DGj9DGj9DGjBKRQgKUwBtoYM0ofM0ob80kfM0ofM0ofM0ofM0pACueAtVR1aayDoA0xo/Qxo7Qxn/Qxo/Qxo/Qxo/QxozSkUAVfNu4B0EjMKH3MKG3MJ33MKH3MKH3MKH3MKAEpFGBz4x4AjTQ37gHQSHPjHgBtaG7cA6CR5sY9ABppbtwDoJHmxj0AGmlu3AOgNAowIiIiIiKirwopFGDT4x4AjTQ97gHQSNPjHgBtaHrcA6CRpsc9ABppetwDoJGmxz0AGml63AMgNuGgTWBG6WNGaWM+6WNG6WNG6WNG6WNGaUhhBmz/uAdAIzGj9DGjtDGf9DGj9DGj9DGj9DGjBKRQgPlxD4BGYkbpY0ZpYz7pY0bpY0bpY0bpY0YJSKEAOzruAdBIzCh9zChtzCd9zCh9zCh9zCh9zCgB2agbHDhwIAfwmwCuBOAA/MODBw/eex7HsB/Afefx/uj8Y0bpY0ZpYz7pY0bpY0bpY0bpY0YJ2MwM2LcCyA4ePHgTgH8D4OfP8xhOnuf7o/OPGaWPGaWN+aSPGaWPGaWPGaWPGSVg5AwYgPsBZAcOHDAApgBUq2/w67/+628B8BYAmJub++23ve1tfwbgMIBdAAoAjwK4AsBpADWAnQAOAdgDYI+ILCKczD0X73IawOMIVbpHmC7dj/BDk8VxDO6zD+AEgH0AjgNoAJgc+nw33u9eAMcATABoDX1+CcAigIsAHImP3Rj6/EK8j91n8ZxMfP/Z8pyuEZHpZ9lzerblVIvI1LPsOT2bctopIs+25/Rsy6khIniWPadnW07Xi0j2LHtOz7acevHfumfTc3q25bRfROafZc8pyZxUdd2ZxpFt6A8cOHAZgD+JD7QbwLcdPHjwrg2/6CyIyPUbDZDGjxmljxmljfmkjxmljxmljxmljxmlYTNLEH8UwAcPHjx4HYAXA/jNAwcONM7jGB49j/dFFwYzSh8zShvzSR8zSh8zSh8zSh8zSsBmCrBZAKfi+ycB5ADseRzDFefxvujCYEbpY0ZpYz7pY0bpY0bpY0bpY0YJ2MwesP8A4NcOHDhwJ8Iay586ePDg4nkcQ/883hddGMwofcwobcwnfcwofcwofcwofcwoASP3gF3wAYhMqerpsQ6CNsSM0seM0sZ80seM0seM0seM0seM0pDCQcz7xj0AGokZpY8ZpY35pI8ZpY8ZpY8ZpY8ZJSCFAuz4uAdAIzGj9DGjtDGf9DGj9DGj9DGj9DGjBKRQgJ3Pjop0YTCj9DGjtDGf9DGj9DGj9DGj9DGjBKRQgE2OewA0EjNKHzNKG/NJHzNKHzNKHzNKHzNKQApNOBqq2h3rIGhDzCh9zChtzCd9zCh9zCh9zCh9zCgNKcyA8TyC9DGj9DGjtDGf9DGj9DGj9DGj9DGjBKRQgLEKTx8zSh8zShvzSR8zSh8zSh8zSh8zSkAKBdjcuAdAI82NewA00ty4B0Abmhv3AGikuXEPgEaaG/cAaKS5cQ+ARpob9wAojQJs77gHQCMxo/Qxo7Qxn/Qxo/Qxo/Qxo/QxowSkUIAdG/cAaCRmlD5mlDbmkz5mlD5mlD5mlD5mlIAUCrCJcQ+ARmJG6WNGaWM+6WNG6WNG6WNG6WNGCUihAGuNewA0EjNKHzNKG/NJHzNKHzNKHzNKHzNKAM8Bo5GYUfqYUdqYT/qYUfqYUfqYUfqYURpSmAHjeQTpY0bpY0ZpYz7pY0bpY0bpY0bpY0YJSKEAWxr3AGgkZpQ+ZpQ25pM+ZpQ+ZpQ+ZpQ+ZpSAFAqwxXEPgEZiRuljRmljPuljRuljRuljRuljRglIoQC7aNwDoJGYUfqYUdqYT/qYUfqYUfqYUfqYUQJSKMCOjHsANBIzSh8zShvzSR8zSh8zSh8zSh8zSkAKBdj0uAdAI02PewA00vS4B0Abmh73AGik6XEPgEaaHvcAaKTpcQ+ARpoe9wAojQKsMe4B0EjMKH3MKG3MJ33MKH3MKH3MKH3MKAE8B4xGYkbpY0ZpYz7pY0bpY0bpY0bpY0ZpSGEGjOcRpI8ZpY8ZpY35pI8ZpY8ZpY8ZpY8ZJSCFAmxh3AOgkZhR+phR2phP+phR+phR+phR+phRAlIowDgNmj5mlD5mlDbmkz5mlD5mlD5mlD5mlIAUCrDd4x4AjcSM0seM0sZ80seM0seM0seM0seMEpBCAXZ43AOgkZhR+phR2phP+phR+phR+phR+phRAlIowHaNewA0EjNKHzNKG/NJHzNKHzNKHzNKHzNKQAoFWDHuAdBIzCh9zChtzCd9zCh9zCh9zCh9zCgBPAeMRmJG6WNGaWM+6WNG6WNG6WNG6WNGaUhhBoznEaSPGaWPGaWN+aSPGaWPGaWPGaWPGSUghQLs9LgHQCMxo/Qxo7Qxn/Qxo/Qxo/Qxo/QxowSkUIDV4x4AjcSM0seM0sZ80seM0seM0seM0seMEpBCAbZz3AOgkZhR+phR2phP+phR+phR+phR+phRAlIowA6NewA0EjNKHzNKG/NJHzNKHzNKHzNKHzNKQAoF2J5xD4BGYkbpY0ZpYz7pY0bpY0bpY0bpY0YJSKEAS2EMtDFmlD5mlDbmkz5mlD5mlD5mlD5mlIAUzgFrqerSWAdBG2JG6WNGaWM+6WNG6WNG6WNG6WNGaUihCr5s3AOgkZhR+phR2phP+phR+phR+phR+phRAlIowObGPQAaaW7cA6CR5sY9ANrQ3LgHQCPNjXsANNLcuAdAI82NewA00ty4B0BpFGBERERERERfFVIowKbHPQAaaXrcA6CRpsc9ANrQ9LgHQCNNj3sANNL0uAdAI02PewA00vS4B0BswkGbwIzSx4zSxnzSx4zSx4zSx4zSx4zSkMIM2P5xD4BGYkbpY0ZpYz7pY0bpY0bpY0bpY0YJSKEA8+MeAI3EjNLHjNLGfNLHjNLHjNLHjNLHjBKQQgF2dNwDoJGYUfqYUdqYT/qYUfqYUfqYUfqYUQJSKMA4FZo+ZpQ+ZpQ25pM+ZpQ+ZpQ+ZpQ+ZpSAFAqwk+MeAI3EjNLHjNLGfNLHjNLHjNLHjNLHjBKQQgGWjXsANBIzSh8zShvzSR8zSh8zSh8zSh8zSkAKBdjUuAdAIzGj9DGjtDGf9DGj9DGj9DGj9DGjBKRwDlhDVbtjHQRtiBmljxmljfmkjxmljxmljxmljxmlIYUZsCvGPQAaiRmljxmljfmkjxmljxmljxmljxklIIUCrD/uAdBIzCh9zChtzCd9zCh9zCh9zCh9zCgBKRRgJ8Y9ABqJGaWPGaWN+aSPGaWPGaWPGaWPGSUghQJs37gHQCMxo/Qxo7Qxn/Qxo/Qxo/Qxo/QxowSkUIAdH/cAaCRmlD5mlDbmkz5mlD5mlD5mlD5mlIAUCrDGuAdAIzGj9DGjtDGf9DGj9DGj9DGj9DGjBKRQgE2OewA0EjNKHzNKG/NJHzNKHzNKHzNKHzNKAM8Bo5GYUfqYUdqYT/qYUfqYUfqYUfqYURpSmAHjeQTpY0bpY0ZpYz7pY0bpY0bpY0bpY0YJSKEAYxWePmaUPmaUNuaTPmaUPmaUPmaUPmaUgGwzNzpw4MC/APAdAAoA/+XgwYO3nscxzJ3H+6ILY27cA6CR5sY9ANrQ3LgHQCPNjXsANNLcuAdAI82NewA00ty4B0CbmAE7cODAawHcBODrALwGwGXneQx7z/P90fnHjNLHjNLGfNLHjNLHjNLHjNLHjBKwmRmw1wP4PIA/AjAF4O2rb/Drv/7rbwHwFgCYm5v77be97W1/BuAwgF0Is2aPIqw5PQ2gBrATwCEAewBsE5EWQmE3F+9yGsDjAPYD8ACOxvdPxjFPDd1nH+FU730IZxs0EDq8DD7fjfe7F8AxABMAWkOfXwKwCOAiAEfiYzeGPr8Q72P3WTwnE99/tjynCRG59ln2nJ5tOS2JyDXPsuf0bMrJi8j1z7Ln9GzLyYjIRc+y5/Rsy2m7iOx7lj2nZ1tOp+O/dc+m5/Rsy2m7iDSeZc8pyZxU9T6sY2QXxAMHDvxqvPNvA3AVgD8F8NyDBw+el/aJInKZqj5+Pu6LLgxmlD5mlDbmkz5mlD5mlD5mlD5mlIbNzICdAHDvwYMH+wDuO3DgQBehKn3qPI2hdZ7uhy4cZpQ+ZpQ25pM+ZpQ+ZpQ+ZpQ+ZpSAzRRgfw3grQcOHPglhKm3CYSi7Hx59DzeF10YzCh9zChtzCd9zCh9zCh9zCh9zCgBI5twHDx48H8D+DSAvwHwfgA/cvDgQXcex8DzCNLHjNLHjNLGfNLHjNLHjNLHjNLHjBKwqTb0Bw8efMcFHMPSBbxvOj+YUfqYUdqYT/qYUfqYUfqYUfqYUQJSOIh5cdwDoJGYUfqYUdqYT/qYUfqYUfqYUfqYUQJSKMAuGvcAaCRmlD5mlDbmkz5mlD5mlD5mlD5mlIAUCrAj4x4AjcSM0seM0sZ80seM0seM0seM0seMEpBCATY97gHQSNPjHgCNND3uAdCGpsc9ABppetwDoJGmxz0AGml63AOgkabHPQBKowBrjHsANBIzSh8zShvzSR8zSh8zSh8zSh8zSoCo6ngHINJQ1e5YB0EbYkbpY0ZpYz7pY0bpY0bpY0bpY0ZpSGEGjOcRpI8ZpY8ZpY35pI8ZpY8ZpY8ZpY8ZJSCFAmxh3AOgkZhR+phR2phP+phR+phR+phR+phRAlIowDgNmj5mlD5mlDbmkz5mlD5mlD5mlD5mlIAUCrDd4x4AjcSM0seM0sZ80seM0seM0seM0seMEpBCAXZ43AOgkZhR+phR2phP+phR+phR+phR+phRAlIowHaNewA0EjNKHzNKG/NJHzNKHzNKHzNKHzNKQAoFWDHuAdBIzCh9zChtzCd9zCh9zCh9zCh9zCgBPAeMRmJG6WNGaWM+6WNG6WNG6WNG6WNGaUhhBoznEaSPGaWPGaWN+aSPGaWPGaWPGaWPGSUghQLs9LgHQCMxo/Qxo7Qxn/Qxo/Qxo/Qxo/QxowSkUIDV4x4AjcSM0seM0sZ80seM0seM0seM0seMEpBCAbZz3AOgkZhR+phR2phP+phR+phR+phR+phRAlIowA6NewA0EjNKHzNKG/NJHzNKHzNKHzNKHzNKQDbuAQDYA2Bh3IOgDTGj9DGjtDGf9DGj9DGj9DGj9I0to2vffrsAyBFa4ecj3h98nK26fq3a5Q8feNfN/Qs9/vMphQIshVk42hgzSh8zShvzSR8zSh8zSh8zSp8BlouhDBsXP+t9brg4krN4bAVQxbf+Ou93ERqFVKveBrdxD7zr5vGeoXUepHAOWEtVl8Y6CNoQM0ofM0ob80kfM0ofM0ofMzp31779dotzK4SGrx9ZALvufGEb2wazRTXOLH42KozWvO7ZUAyNQwozYJcBuG/cg6ANMaP0MaO0MZ/0MaP0MaP0PSsyOoelcmtdf7avsR1GF0ILG93mgXfd7Ec9iIhcr6pbltEtt94tACzOnG1b7/3NfG6tGbfbbnvTjb0L+kTOsxQKsLlxD4BGmhv3AGikuXEPgDY0N+4B0Ehz4x4AjTQ37gHQSHPn+w7PcqncesXSV+1SuaECKAeQX/v678ctt969B+deCJ2LOr4Nf5/qNd7vjrrdbW+6cezf0/MhhQKMiIiIiL4CbLRUbu93/Mu917799osxulg6271im1kqt7TB58e2VC4WQBk2X+Csd7vB5blYLmIufcXNkwCOYe0Cp7vO9YOPnzUF0LilUIBNAzg67kHQhqbBjFI3DWaUsmkwn9RNgxmlbhrM6AybWCq3mVmj9V4LKtaeNVp3qZzrLlwE4BSAxfVug00ulTtfBgXQLbfe/UwLoHNZVgiE7+OgmFlr1mf4us4anz+vBZDI12zpEkRaG5tw0EjMKH3MKG3MJ33MKH2pZ7SJpXKj9hJttFRuvWJoM0vlBh+vnkU670vl1spoaAbobJe6rXW7c5042GjZ26jPDb/vvtJngFL/PfpqkUIBdq2qPjDWQdCGmFH6mFHamE/6mFH6zjajDZbKbaapwnpL5QYvmtbbT5RcV7lbbr3b4OnL2M61ELIbPdbJh+7Zu/PqG46sunp4BuiZFkJf8QXQuPHfujSkUIBdo6oPjnUQtCFmlD5mlDbmkz5mdGGts1TubAqhvHvk/ksae697auhuRxVDm+kqt1ExdF6Wyq0qgNba03PeCqB1DM+SrbmsbY3rzqkA4u9R+rYqo9e9565nNPMpQF5kppFbUxZWytwakxkxhTU2M2Iza2xuxVoRa4388rtueX7nQj+n8ymFAmxSVXlqesKYUfqYUdqYT/q+mjJaY6ncZvYJbbRUbvULiWeyVG7d2zz0y29suM6ps85ojQLomcwEXYgC6Gw+51OeAfpq+j1KXSyAlrsfIv4sn7z349t3PvcVfaz8Hj/tZ90aKQpryjIzjczIoAgymYlFjxGTGbGZMTazklkRY41k1og1IjYzy7dBbgVGxBsRZwS1EXHGiLPh4+X3rRGXGamNiM+MuMxKbUX6mZWuEekbkbX+aDC4vPfV1+2ot/hb/IykUIBxM2DimFH6mFHamE/6xpnR0FK5sy2EVi+VW+s/6M9kqdx6e4bOaqlcLIDOtth52udOfPmzl+96zoufWud5bsTj3Je9nfHxbW+6ccuaR3wl4r91K4YKoE3vcTOCPLembISZn0ZuTcMaKbPwluWD2Z+VAiezJhQ/mRGxIpkxYgaXmREYgRMRZ0ScFbgThx+f3rP/iqeMQSyCQvFjh4ofa6RvRbqZlV5mpGeN9IzIeg1EntZM5NDskv/SodPy+Sfm5OFji/BAo8xtM8/MhAgaxkhTBE0ATYE0AZQiaCpQQtEAUAIoRGCNkUwAC5F1O2c2C/uT7/8nr1w8/yleOCkUYBep6rGxDoI2xIzSx4zSxnzSN8hoaKncZmaB1rtdhrMrhi7YUrnYAGFQAI1aBreZ4uhs24cPnt+o7m8jC6A/+9Fv3t49ffKpp907JSO1f+te9567Nlv855mRopGZssxtMzdS5tY0rZEiM9LIjDRsKHxMZoy1K0VQeAvL4KwR2MEskAiMgTgRuDDrEy/jzI8VqZdngoZmgYygb0W61kg3M6EIyq3pxgJoVDfFM67/47ufcH/6qUPLf+CxRvKlL/7F/n0v/7aOtdKyxrSMoAlBIxZCTQANETRUUQKxGBLkRpBJeF4ZIBueqSYCb0TqwQyXiPQF6IqRrgA9I+hCpGMEXWOkIyLdzEjHWulkmVlqFlmnLGwnz8zyv3HvfMP1z6o/fqRQgO1T1cNjHQRtiBmljxmljfmk59q3334RgBcBuARA3T/5+HSx87I5nIelchjqKreJAuhsZ4LO5jDZgfUKoLOeCRrnDBB/j9K3OqNYAG34s24EeZnZRiMzjTIzjSIzDWukkYkUNhQ+pRUpjZEsDzM+YdZHhgqgWAQZEWvMyjJRgXgTCqDaLBdCcenbcsETZoaMkcqI9AToWSM9K9KxRvq5Nd0ik25mzGBWeM1iZ/Xlq6/bccbvyuqlv9ZIPtHMWnlmWtaahhG0RKRpRJoAGqEoQkM1FEgIBVEpgnxQCInAjiqGlmfAjNRGUPcXZovG1M4TAvSMkY5AeiLoiJGuEXSMhELIGOmWuV1qlnax1ch7Q8+1erYVQ+OQQgHG6erEMaP0MaO0MZ/xiy9+rkAourYDOG6NfO65z9nljZHphz70B8+5+rXf8yRGF0LnWgBtpsHBqEJorAXQuPH36OyNaoRQWJO3Ctto5qaZW1OG2R7TzIw0TFz6JkBpREprpBha7ra818cIjIkF0PyJp3Zs333x3MoIRFeWwGF59meo+KmNwItIzwh6YXZEeibM/vQyI50iM93Cmm5uzXq/G6uLH/fq63Zs+OJ2qBgqAORFbooyt82ysC1rpCkiLSNoQOISuVAANUVQalgi10AohgazQlZERrbIjzNC9WA/lIj0IeiKSFeArkgsisLsUMeIdK2VTm7NUp6bpYlG3ikLu7oYOqsX8uP+PXrz++4RAJkAhTXShKAlQAvhrSESLuNbM36/mwjLEgdLEwf7MQ0AY0Tav3zL87+i9h6mUIA1VLU71kHQhphR+phR2pjPeFz79ttzANcDeD6AYrKVz+29eGKh2ch3IvwH3SMc7Du7eOyQTFy0fxEsgJL1lfh7tE4jhCIzkoXCxzYamW3kVhq5laYVKa0xDSMojYQiyApKESmNoLAi1sSlcEOzPtnwrM8wAfTM4mfo/TgjIpAegL4IugJ0rZGeiPSyuAQut9JtZLaTW9O3Rp4204Oh35NvuH5ncbYZrV72W2SmbDWzidyapjHSNEaaAjRlZWaoKUCpuvyivIH4olxEMiOwENmwWUr4viDOhokzRqpYAPVFpCuhKOqYQXEk6FgjHWvNkjXSbRR2qVFmnUYohgZ7JeuzLYbGQUQab//f9/awcq5aDiBX1cwrmt5rU4GWKpoKbULR1FgQxe/5YI9WqYPvvyIHdPDHqbWa86y6ThwEtQA9AF3En7/4fleADgRdgXQBdESwFAvSJWNksNLgjD9afSV874elUIDxL1qJY0bpY0ZpYz5b59q33z4B4IaysC9qNfNdU5NFd6KVz1lr+gCOA3gUwGO3venGM1oWM6P0nUtGazVCaBU2nyqzZpnZRiMPXd4yI00j0siMlCLSMIKGESlE0IyXpUCKldmflVkfkY33xRmIMwb1cCMEEXEC9BFnfQD0RaRngC4EXSvSs0Y61kivsKbbzG2nkZluZs16zQ/qUbM+m3Ht229f3jNlrRR5ZopGbify3ISZIUhTTJiRGJoZWm6g0Dnx5P7mzksWRGCMSCaCbKPmCUAohozAiZHaGqklzAz1QkG0XAx1zXJRJB1jpWuNLGVWOs0yW2qVWScL+4WWlwGn+oL8HR+4bzD7ttE+zDMKI1U0QlGkzVAYxQIoFES5qlqN96kaZocUyKDIAD2jQc/Cyad2TO68eFZXliZ7AF4VNYBeLIQGhVFnjculwaUqlrzqkvPov/eNNzjgab9z653Bt9m3zfrDO956U/8sbj92KRRgV6nqw2MdBG2IGaWPGaWN+VxYX/uzd1xprTmQZeb5eWZMWdgnGmV2nzHyCIBHb3vTjfOj7oMZXTiDRgit3ObTzbxsFbZZWNMoMtM0gqYNy94aEpYflUaklNAUoDSChggKgRTzJ49ePL1774I1khmBsWb0ki8gFEBnNEKA1BpeqK/89X3ohaeRsCcmM9K1xnTKzHTLzHS3lVk3XymAlv8Cv3qvz/ky3B3TWsnL3DbL3DYzK63lmaGVTnIlgOZyJ7mVbnKb7iQHAAL45T1SRmoR6UssEoeLIRF0Tdgj1TFGlqyRbpaZpc//8X/b9Q3f/9YHhponJFUMbaL4WWvZ8ZrXqWqhQK4aih6FWigyxeBjZFi7MLKqahAKIIeV4ie8PyiK4nWhUNJBAdRTDQWQKjoaCqEeVgrP/vDbyfluPbvYP2P8D//Zr15z1bf+w8NYaUO/mSLpbJder24sNLxPtsbaXVZXv9V3vPWmNX9u4t7a4YPWT6d8PMNaUijAplT19FgHQRtiRuljRmljPufPLbfe3VTVyxc71Suqyr9YVZsAnrLW/PVkK/+ktebUufyH+Nmc0evec5fZ2cqzPdvKZivPWrkNsz1xadeg6BkUQA0jMthrUcb3CxOXwUloHmBGzfoMG2qE4AD0Q/GjPcQXjgp04zK4rhH0AHTinqBubkzXGum0ctv96O2/Z2954z+YxXme9RklLpE7o5Ncs5E1i8w0B53kJBSKzeFOclhZHnchOsmF79VQJ7lYEHUHneQaRbbUKGx3KzvJbfR7dB6Kn9Vft+bPoKqKrhRCVqErxU/4WFQhg5e/qpB4nQEgCjjooBhSB6DW8LHTUBg5jYUlws/w0wqf1dd51arXd9qpnHb7tfYqL151vbP4MqxfHJ1tF9LBEQzLb0tPPZ63Lr7sFDZfENV3vPWmkT83sSgaPKdijcvV1631+dW/E7rBdYM/hvQB/OVtb7qRM2BnNQAu+0geM0ofM0ob8zk3t9x6dwHgMgBXeK+XdLr1/m6vvqjbq+f6ffeZpW791/f9+9fPnY/HulAZ3Xn/rDx8YtHMdqpmt3JN57VpRMLmcgyWcqGEDG3sBxoiUkjY5N8AkIf3pRAgh5zdX6PjPqAair4CPUD7qugB6GmcBVIsL4XrIrzfifteulakV2Z2afdE0dk5UfRxAWd9NnweItc/58f//H6svDAvxtVJTkT6JsyY9TfqJGeNWSpy0x13J7mtKn4OfenT+/Y/76VrdqpU1VjsAF5VVYHwpqIIBdFQMSQKGFWYOFtkBoVRLH6Gv3er9xoNZl+eVgypat951cp5XzvV2nmtnNfaeVTOo3YKbK4QOtsDuRWjZ3xGzhZtphAaFouiM4qez7/vPzz3hW/80SewfqE0XBANGg9tVAitfo7DS0FXZ7BW59jB24Z7bG/82TsGfwRZnUsG4LG7f/p1X1H7c1MowHap6omxDoI2xIzSx4zSxnxGu+XWuzMA+xE6FV4CwNa1x9zpbnlqvtdc6tSzAL4E4EsPvOvms9rkf+f9s4MZjGL4rfZaPnBsYe9Cr9558vDjO3fuu6xGnBGKt2kIUIhIgbCkK/fQs33hBY0vGlW1N1T4xCJIexqWFXXi9R2o9iHSBbTjPTqZlY5XdCYL25nrVP1//Ybrklhqcy6d5GRlM/+GneQkLMU640W+6y6WtjHR26iTnBksIxzqJBeXyXUHneRajXypUdgzXghfyCVyW1X8jDB4cXxG8wxVrTUsgVOvKt6H14U+FkZeYUIhFGaIwgwShs/WOmOfzvyxQxPbLtq/gKe/MAdC0bRcCHmF8169816dV197VecVznl1g/fDjeD1aY85XCSdrc0ugdvoza23PG6UoYPJz2aWaPj61c95o+JocKzGcvEz99i9zenLn3scTy+E1iqY6uEVBTf+7B3Dv/NrzeCtflurWBpcDyOQIjN5kZk8NybPrOS5NTazkluz8hbOXDNZYUWsFW+NuMwYZ8O+QVdY8+6Z73juGft6U5dCAbZfVQ+NdRC0IWaUPmaUNuZzpvgCZB9CsXWpERRlZnRbmT0lle8dm+3sc173T5RZ77q92x591bW7jzZya4Hlwmj4bVMvRr1qfWyh13pqobd9dqna0a29rZ2vMmuO5UZmn3zwi609Vz/vEBRdr+h41Z5T7XjVbuW0O9eplvq17z15unvOL7wupPU6yWXGNGzcM7RuJzk5Y7/Qup3kVhdFG3SS60nYR9UVkY6EGaHecCe53JpOkZvOUCe55eVO6xVD5/J7lHLxM3T5tHOlVLVyHnBeTSxExKsa5zH8Anj1C/fVL9IH38e1iqHl61TVOa/eq3rvVUMNFIogr4APxZB6r3Cq4r3Cq8J7ha78YSMDIItHHt4xsfeq2U1+X9Y6gPxsi6N19wmdjVtuvXvwPEYVRutdv94fZtYqjgbLAjczS/S028yd7rpTC/21CtLNFD750pP372ldct08VvZ2baJrIZBbsWVmiiKzKDODMjdSZhZlbkwjMyhyYxqZNWVuTJnZrMiM5Fbq3BpXZMbFy7rMjMuseBMmnQfLODf99u0v3PMVNdO1nhQKMC7NSRwzSh8zSttXcj5x9mj1i7zVb2sVRgXCRnXMdevtc51q92Lf7fKquQDayO3s9kZ2bEczn31ytrPjkWOL+xZ7dZFbc/KKi1r3XnPxtsM2tBsevA1vNB+8319rKVxs+rAHwOUISxhLhBc9xwA8BuDxO9560wXrgjjcSQ5A3ihteUYnOZHGUPOEp3WSGxRDJs4IDXeSk7Bqa/kF3aAoenonOalj84RNd5JrltlSnpnhF77PqHnCWRY/q2/ztM8d+tKn96+3vG0DirXPYVu3+FnnuhpAdXKhUmxcAI26bviF+hnFUJx5Ml41V1XrPXSlKFLvNfyfj1NW8XqEggjiVQezV4ozl+iNsnqf0LkWQv58/R6t2k80apZovYLpbJbqrrdscd1iyHmtFpf6utip0K/8RsvjRs0SDf9MDBc+GxVGg5/P4cOhKwBVbsVNNXOZamSyrZnLtkZmtjUyM9nIzGSZmQc+8aErb/rG1z9ZZibLrBn8+z3qDwuKM/8dflph5Lz2us75TuX9Uu1cr/aiIzo8YuN/B87m354/+rHXXN07i9uPXQoF2FfcuR5fbZhR+phR2lLM5877Z3cBuAFh2d+o/xAMXnQsFz5rvVXO9z7+2NzEI7NL++Y61b7aa0NXCp9HADxx25tu7K4+nwuhNfznH3jXzXNn+zxisbUPodC6LN7f4HyvxwA8ccdbb1rze3/t228309uKa1qN7Dl1Z2Fb3txmMegkpyhiYbTSSU7EioEFVmaGJL7QXTUztKlOckbQEZHucCe5IjeLeWa7rUbWyVfaatc4y2LoPBc/g0NPz9a5FD/r3aZ617c9d90zpuLhruvNBm00UzT8Yn25EFKF9arGhxbgmVe1XtXGPUniFYPCSAf7mQYzQzpY0xf+51RRe9U6drrbKMPBcrFz2h80+NzZ7hParKH9ROsWREsnj0y0du7VdT4/mHHZrOHntVZhVKlq3zl1tfParxyqeuUyNt44m1mi1Xud1psRGn5/ZGGKNYokANVkmVWvfe5FeP7+bVmryJYb32zw1sCqJZ8D8WfSelXrAcQJzNrFOt3FSUzn4edPzWbltu0971WdwrtQB6z+t2L4+a/1/VjLcCE/6vd6zX8DjKBq5galNWKM5AAy5zXrO9+snDac18agDX88p6wE0PSKP3rH665hAXZWA/gK/svwVwtmlD5mlLYU8rnz/lkD4CqEomsbgJMAPg/giXPtJHfLrXdvR1hGeAWAKYT/QJ/Eyllbi4PbDs7nAvAchP9Q34uz3M/1uvfclQHYizCzdSnCiwUH4AhWiq11O2HFmalLm2X24qmJ/GubZbarWdoj1povn3jgUzv3PPfGB89HJ7lnUfGz/LlzbRjx5vfds9Z+l03NFqlqMVwInXjkvv3Tl193XBVWVa1f6XBnNRRHg2IozAyF942Gy1qhtSqcKuq498mtUxgNNxM4l7flovlCL1cd2k90trNDw0sVN2u4kcRwQVR5r5X36h/6yB9dvv9V3/GIc15rp+qcR+08nFNxfrnBxUazRKtnPkbNCAFrtzxft/BZ563eqInD+z9/dLBEcVAILRdGXrXhVCe8oqWq8QBjNBXh51cV1kNjB8blTowWgPUrE5mhmA/9Seq4R7RW1coDLu6Zq3RlZnN1cbT6d33d3+u//J+/ctk3ff+P3D+4ToDaGLjCGs2tIDNiTNiLufzvkfOa114btdeG99rw4Q9TZTifTMvhmXuEA5qLwfMcet6DNvzhCcR9hV7VxBlfE5bZDvb+hZ+ZuB/Q107Vee9qr76uVevw149+rb7yin/zh295+fJ/b74SpFCAXaGqj451ELQhZpQ+ZpS2ceVz5/2zLYRZpmsRZmgeAvCFV1+346zbrd9y690TWCm2dsarTyEUW4/e9qYbn3af17799osAvAhhlm0BwD0AHnzgXTe7UY8Xi61LEIqtS7BSbD2JUGwduuOtN1Ub3ceg4AJwXaOwV++YKi/fOVVix1T55Z1TjQ9bIwsIs2fbHvnMXZde+ZKbTuD8FD/A5mZ1Lmjxs5FYGG16pkhVS+e15TX+BVo19yuFj1FoHoullRdb4XPWI84QqWrsYjcogGqEwigWReF6v3Ld4KDYCkB/7sHP7Jy+5iVP4OybJ5yXfUKbFfcTjVo2t1HBdDY/c4OlYX1VrVRRx/1a6nzY2OXc8h4udd6Ljy9wvVfo2s0thmeqNjsjpAD6i49/ccfEZc8/hM0VPqtn8GoA7u6fft2ms/rFDz80PP5MgDy30szETBjBhBFpQjAh4WiAVmwCM3xUQGgKE77nq5fhLT9HXT6rSysNhdDgZ7iKxVJHoZ14MHHHhzO6hn9G1/w3IDOCzIhmofCBFYicWfwsv++9FnUofppetfDhcOaGqpYIjW3iuWRqhoueVUWQXZg9MT2xY9c8hmcjw8pW57y6QeETCh6VOvwMoXbe1eHzvnJe61p95fzgzVV17C5Z+37tB3/sUOfD77WPv9t+6Odo8LNbjbh8WrMQ53y/06nVex38zpx+4F03J7c3dyMpFGDbVfXUWAdBG2JG6WNGaduqfOJ+rT0IM017EQ7p/CKAB1593Y56s/dzy613NxAKnysAXITwH+oFhMLnUQCza521FRtBXIFQdG0HcBzAZwEc3ug/jq97z105QpE2KLYswguVQbH15KhiKz7+csEFYO9EI5u85KKJif0XT2TTk8WCiMwh/AV58ILxBIDDAE598UP/u/H8137bLLag+NnIm993z/CL96cVQl619F6b3uuEB0r12lKgqapxWY7aeDDs8OyQUawcFhv/Eq0YzAqF9t710IvK8HEskuILqb4CXa+6pBrar+Mcusg9k0LoXH+Phg5tPZfmCoPLTTffCFu14AMMmlvA+3g52MvlB/u3QvfBOA0isRgYvPgGRs8IYei69Q7AHVX4nHGbzRRBq4sfAPmn/vJPd7zsm76jO3zdBpe5EbSMhPPojEguQCaCXIBcRLLBx4DkIshkJYfBc/cC1BB4gdRxSXAXoRlMB+HfwE7sMroEYBFAR6H9UDhpF4LaiMAIzHrFD8J+1lwVhVMtvSLMAqkWPswE2bhcNf6unTnzE3/vTDyfzMaMVTX8oUHDLFfscwLnwx8gvPda13EWKLTLV187rSrnfL9WVztf9yuvvcq7Xu2d92q8V4nNUsR7NXEm2IUCSH1//mSRT+5cr2Pg8F64atX76+6Pmyyz/ksu365GUYigVdXact43naLpvDY1/OGmoaotjbOGqnEZYfgeNlS1lEHOIpmq2nhcRAZoBkgGQQZFBkFmREw8kF3yzLzxv33/S4+P+plNSQoF2NiX5tDGmFH6mFHaLmQ+d94/myHMcD0f4a+6RxBmmo5uZmnhLbfenSOetYVQtBmEFy2PIxRbxzY62Phs93O97j13FQhF0uXx8SzCf8gPIRRbh+94602bKhZjwbUfseBqNbKJSy5qTVy+Z9veqYl8UkTmEfaePYRQaB0GcGKtvVQbZRT3F51RGHnV3DltOe9bXtHyqk2EPQmtsCwHLShKhTYRX6DFF2ZmeSmOahb3jg2/mB78pX29wqhSoBP3QnVU0dXQrXHJhxeZm2qecKH2CW3WUJOFTTdXOHrPXVfvueGmp7CJ/URxH5eJSxUzH16FDhpZeK+ADhdDqojrv+C9yso+LjVxieLyXa/xuKtnidbbGzSy8Fn15tcrhNYqfta43FQRhLU7Jp7xsQAmHiJdGCATkTw2iREDiBERIzBPPfHwxfsuv/qkETEC1BIKIweoM+E8OoVADEQhcALtQ6SChufrEWZiYi8RVY3Xha11iIVNEQqgMAvrV/7AMNinN/gDhPHLv3dhthZh2V9sWBJ/BOJsq1+ZsXFeYwEU9u8NX/ad993KaV1Vvu7FAiguuRTnw1liYRbJi3OxIIpdLGNBZFTPqsHEWmdrLRdEuZV6osz89mau25qZ7poodLqV6+5tJVq5lV7ty4Vu3ezXvtmvXfPLn/341Zc+72tnK+9L77RZOW3F2e2m89qsvc+917xymntFDqiJPwfiNcwUSji3zSrUiIgdeh8CeDGiIuEPAkZEY8dUiBExIhBRJyJeAIWIisAJ4GHEA/CZEW9E1BiprUhtDepB2/nMiMuscbkRZ630c2N6mZFf/mffeDXb0J/VAER2qurJsQ6CNsSM0seM0na+87nz/tkpAC8AcDXCX3wfAPDFV1+3Y2kzXx9f/F4L4Gvi1z8a345sdBDmwGb3c73uPXeVOLPYMggvGoaLrZHLEYce1xjB/slW/jV5Zq5vFNn27ZNFf8/OZrV9stghIi6O5SMAHtpo9uqW935SIPJKVf1G7/WiqrvUyhqtLtZ/ce1iYRSWy4UXRV2ExiQdAN2hoqij0CXv0fGqHee1g6fvD9qyfUKbtYn9RJtZVneG0BxArfrlGQKrK80tdKUwGrzaXl6uOHh1LLGYQn/+RJlN7jylYd+Wx8psJrDxobBnW/ic8TWri6CzLH420wVuw+JnnY/9qucxWNJaZyaeMG3EWJHMGsmsoLBGMgFKI1KIoDASz7jTcBi1Aga6PDsz2KdkEGZxoGF2RAf7ksIWnOUZPnUKnZ872Whsm14KnRqXZ2FNLI5kuYOjAt7HZiZYKXYGs0Arx4Cp937l43BEGPrOa1eHMlXVunZeq9qjqsO+s6pWOO+ldh51raYOBZE4760LRfYgh8HP79moJBzC7crM+CIzvsyMa+RWm4X1zcJiorDaLKxOlhlaZbgsM6u1c41u5Vvdyk12K9eqnLZqp83aa6tf+7x2vqicD/uunObOD7/5TCGDw6kl5ATxfvA9HHTMDGesqcKFQhfOGFEjgK/7RV6WfREDa6DWiM+MgbGiuRWfZ8YU1pgiN8isaGaNWGPCEkkjYsOlt0a8EThrpJ9b6VtjermVyhpTCVAbkdoI+hIuaytSGZGODU2Ihn8PVx/RsJn3KwDu21+4J4l/O89FCgXYZar6+FgHQRtiRuljRml7pvnEpYWXAnghwv6reYRZrofXasO+nltuvbsF4BUIBdEDAD5525tuXLdpxbBR+7le9567GljpRLgH4YVbD8ATCMXWkbOZdXnHB+6Tbq/edejY4ksWOvVLnfNXQICJRn5ix7by3t07GgtG5CKE/xA/DOBz73zD9evubXvde+6SzMoVZWa/0Yi8FAIrwJec6l8sduuHPvLjr9vrql5yv0OxKDqX5grLL/BjATNc+Fjvw+yb6hlNLGycDFqeHVIdtEcfvL9chLq4fKqKn67jC3TgzGJosI/rrAuf4evv/unXORG57N0fevAQzl/xM9hrtbpwG/XxesXP8ngFUGMAI6JGoHGJm8aZIphw6nRmBKURaSF032wBy8cTDPYqDZo+FDJUJCgUgxficdmbAdSoQlZWNqoOtu941dp5daE2CXt5KqeDPT1DfQ/0zEuv3qnW3iN20lvew7NW2/7q8U99ZMdlL/uGQwAq59X1+g79ykm/duhXHv3aSV176ddeaudFdc2f5U01CLFGTGbEZkZsZsVk1vjCGp9b0SK3vswMcmvipdjCGpNnxmZGbJGJsdba3MBaI5nzWlROi37t8n6tReV8Vjtf1LXmdWhAkTm/UhR5VRtmtiC191CFd141ztb5WPxAw+YqhS5PjapAXTwXrzIilRiprEhljVRlblBmBo3cositlLmxjcKgzKwpC4vSitrMGBOKa2OMGBP2jQ3/gJ75wl7hIagk/KGod/LIocbufZcekbhMU4COiHQEWDIiS9agkxuzlBnpGJGn7U0d1zlcQwe/r7Vn8YkH3nXzV9T5YCkUYFw6lThmlD5mlLZzyefO+2cLAM+NbwXCksB7Xn3djhNncz9xtusKhMJLAXz8tjfdOLIhyEb7uS69dGpQbF0O4GKEF6jdOMbHADy12WIrdgzcCWCf83rJibnutSdOdS/p9OrttdMFY3BvkdtPXLlv2/1TE8VgqWMO4MsAPv/ON1y/5qzf695zlwDYb428qMjM12bWXJxZcyK38tfNIvvIb/z9F50xW7fZjIb2E511cwVVLbzXloa25suFz8qyqZV9I1i5Li6Vim3Nw8c+NLDQQUOLODu38r4PDRkGs0RrvWDeVOEz/PZ1z9vtrrho4kIVP6NmffDIPZ/ae+UNL1vd4OGMv4wbgTciIgI1gBojECwXQuH6sAoKAoiIrB7f6vcBQCReH/YnyeBzRWyAMOgCVwAoNBRNEgvW8ERU1cfrEIIR79W5OKvjFD3nte+89mvVfu20Vznfr5x2+7Xv95z2Kq/Ds8XDyxxHZVcDoVNhr3J+qVthqVubpV6NTq8eFEGr9x2uNeO5nFssemxmjLWxCDJG7NLRh/dtv+TqE9ZIYURMZsVkYdZEcmskt2KtMSa3YqwRk1sxRoxYA4gIjBmsyRXUtctrj7z2vnBOszruaXJerVM1tVOpnUcVGkSgCrNb4sNsKwYFUHyZWyP0gQn75EQUqh4itQHUhgODfW5NPZjNKjLjytzWRWaqIjNVI7e9Zm76jdLWjdxKbo1YK5JZMYBkfqURTa5ANrTU0XqoIvzeOmB5z9fQ+4PrNexbC008OgosxeXFizjz/K3lY0F+7DVXn1Xh8UxfLwwVQmd0szRGskZhW3lmytyalrXSNEYaxkjDCEqBNMRIKUBpDBoiUhiRLLPxR8NIbo3JjUVhRDITzkA0CEserUhY6mqNqAkb9mCNiDFQVbzlP3/vC+fO9TmNQwoFWHLn49CZmFH6mFHaNpvP0NlclyH8B/ZeAPe9+rodZ32+SWyk8bUIyxQfAfA3t73pxg3XyK+1n6vVyh/cubM5hVBsXRRv2kEotB4DcGwzS+hiobUDocnGPgC7vVdzfK47feTk0ra5+T46vXq206vvVcV9AI5+12uvyhGWWj433s29AL74zjdc/7Tvx6DgAnBdZuS6MreXlrmVMrcPNwt7p4h8+b1vvOGM5Y633Hr3dO38y+vaX133Og2TN1QHe7N0aHYoFETL7w+KIoU6xE59GhtaxD1bg9mhwfuDWaJebGDRw1kui5tsZPVlu1tyzd5JP9XK1yoYzrb4WT2rA4wuhtac+RHASyh8EAocQBCWOw2uiy+eYtET9hTFhgdrFXJrNrzoLMznzclt1fKgw0Ya48OMXliKtbLHLlNd2bCvGho7YOhFY/hYclUVH56rjy+ShwtXAPDOa+0VsQ+CVs5rFYumrovLTCunncrrYr/23cprF5sojjq9un7k8Gl0+25Ts5pGUOTWNDMrDWukaUSaViQzcZmhMZIbkVwEuQn7tMK+rXCZWxFrY6vxcNRSLE6NqEDUGEjcqyXGiLMGaiScaQcAXmFqp6aqPcI3waOqvdZes9qpVFWVeTGITUXUeYV6tfFwaBWBi1OKtcRJIROWtGl8cW1s6AxYZ9ZUuZUqt6afZ6bKrbjMmrqwxmVW6iIzw2++EYqlfrOwHWukjl0njFOEPVlhBlicVxMPvI5HHIQ28aGr58qesMGSyzV+FGs8vRAa9X79Y6+5+ry+4I6FkG0UNi9yUzaKrJnnpmlFmsZIUwQNEw59b4hIA0BDBA3f77Zs2cxEUArQCPv5whmHmZHCGMlFxMZf3+XiZzB5C8DEzBAzgzHhRsaIF0HfiNTWSGUElTVSWWP6uanqiXwRE/mSa2WLvpktomEWpGFO+VLmtTTzvjSnfGlOa8OcRi6LJpOOsejYcNnPrfSMQT8zUmUGdVHVvnjH+17x8s88vuuSG688/tTvf+KaFx36k9/adMOpcUqhAONf7hPHjNLHjNK2Xj4X6Gyu/QBehfBC8xMAHhrRRGN5P5cxkjeb2fzUVNm31kzFmyxiZWbr+Khia1WhtRcrXRTVeZ179PB8/cjh+anTC/1mfKH7BID7ARx94F036zs+cF8TYanltQgvdL4A4L53vuH6avhxhgquawFckmdm50SZTbbKbKGR2wdF5HMADr33jTecMd5v+ZWPX1rV7ltqpzc47+uq8vdXtb9/9p479u644XUPYo0XyUVm3PRErlOtHLunSp1u5TLVypFZc76Kn1EfA08vfpwAagQqIl4EMAIVhKVuEisdAyC+eJIwExQ2068z83PW4vJGHzaghMvQzQBnrGmrPSS+b1x4ESyx41kuQBn2JElmRaw1kmVGMiuSx8IiMyL56RNP7dq+++K54ccPxZ/UAjgJRUJPFd3YqKSjwJLG1uBhNgGL3utS7XVxse8WZrv1Uq/2FQA3+Fm58WfvEKya1bRGikZummVmG3n4y35LgEkj0hLBJICmAhMCtAA0TOjelpuhTn6xMLKxgcWgY54YCVNsYZZOnBFxxsAbEW9EnB28b8QbSC0SWs6HrvLQOBsUO0V4uNBtMTZ+gCx3Wgzvm7AUFaEnwmBfj4jEJZMu/IDAi8jyz6IA3obmB3W4FJcZU2dh5qg2RnqZle5TD31x+orrX/hobqVb5rZb5qY7UWZLrTLrWSNnzFh61brvvPZqb7rO277zpvJqa68GK+dsFWu8v5mfVcXZFUjnNJv0jg/cJ6cX+9lipy77lWvFjn9NBZqIbeIFK5cASsjy+wWAUkRKhCWmpQiMhgJ48PcLY0QMViYHB8WQDY1RBCYUQIOfF29NaHxhjTgRVJmRvjVSGyP9zJrq1OHHpi65/NIjrXyxnsg7fjI/JQ2zYBpmXktzyjfMnJZyWnJZMLksSC4LJpNFk8uSDcVQ11p0jZV+NlQMZYI6F/hSZM0DpEuc45EezgO9KpOlfmaW+tZ0+plZqjLT6Wfyqx9+3sUfuveSnZWzUma179X2Fw79yf/8l+fyOFsthQKMe1cSx4zSx4zSNpzPnffP5ggzOs9HeCHxMMLSwrM+m2sgdjJ8WbzfQwA+dtubblzY6Gtu/Nk7dvd69d+11lzSaGQnms3saOwaOJjZOrlRsTVUaO2Lb7uxUjjMAjjc67sjf/Hxx8va6bUIxZhiVcEV72sbwlLHqxCWMn4ewAPDTTRWF1wAzESZyfZWUTYK2xGRJwB87r1vvOGMZicv//kPNcrCvsoYOQBgtyqOO693XLSt+NSrn3/R5QCeB0AOP3Tfzn1XX38CaxdDy+dRDWZ7YhWjccZHBaKxCIJAwqvbuMzNxOInbtOwq2Z+Nt3efJXBErRaVSunWN68Uy9fhr/812ETEGqvJl5KvF7CDIEa5zEoOp42nsyIza1kuZE8tybLjOTxLbPhUuKbiftyIAJvACdx9iRuxF/+2ISlX0siWDIii5mRJWukg5UXxcNv/S8fXfC/9q5/dc0r//47Fpz6ydpjEtBJKCa9YgLAhEJbUAkvfrH8IrhUaAOQIhZCmYjYuF9qze+9hFk7F17QrhRCRlBr+BlwIqiMkdoAfWNM3xrpG9GuhGWfLjahEBcKIhOXIxqnagat5iXM0uUKNXHGaLg411HvC1CJSN8Y9ATSMwY9I9K1RroCdK01XSvoGSOd3JpukZlOnpnOtkbW2TlZdHZOloOZ2EFh79dqahCbjqxVCD3t/Ue/+Jn9Vzz/JfPx+tUNbday3mzSRgWT+7HXXK3v+MB9ZzRDqZ3P69oX3b5r9mvfUtWGczo4K6upYYloE2GZaFPi0lGJY/eqFrGDIqACSNiyFX5/jREYiFgDmPgrbo2IaJjg9cbAGYgzBs4Y8VZCowprRK0JM0LWSC/M7kk/C7N73Wau1UTe8ZPFgm+Y07Y0C3khc6aQeVPIKS2Wi6HTJpdFk8uCZFiymXRsJh1r0cuM9E24rHKDKjOocxFd8+DoThfbmo1NJLMGr0BVm1gMZdIJl6ZTZabTt6ZTZabbt9KpMtOtQrHUrazpVlZ6tTXdeH2vsqZbW+lV1vTq8HGvNoP3pVdb06/DdZWzm/k5AgAI9G+e+JP/+Ypze3ZbK4UCjN3bEseM0seM0nbgDbdc8jP/4dZLEYqHQae+L776uh2baoCxnltuvXsPgJsQ/ur+KQD3rjXbFc/ZugzAlaq6b36+/7y69hONRvb+Viv/DIDZ9YqtoUJrL0LhsxsrrdNnsdLe/fgffehhYKgtPNYpuOL97gDwEoTmIgsI+8seHrSIX6PggjVybNe2UiYb+c5Y0zwA4J73vvGG5aWVN/7sHQ0Azylyc1OemecaY3Jr5PPGyO03v3jPSQAvFOC6zMpkac1imUlfRPTEkUMTu/buX9zEt73Gqn1HwHKTA62dogqHmKL2ir4LBVDlPKpY9AxfDnViG5412/QLjkgRWn7XhTVaWkGZGVNagyIzprASN1eIKWxsXGDD3h0b1hc5Y2Swf2q5s6APh7Da2ntUzqN2QO18KOacR7fytlu5vFu7vF/5rF/7ou98XnstVNGML3zD+T9xj1RoHa42djc8m+LT+7qSLC8WjQmFhxVUIssNDHrxBW4/z0xVWOnlma0ykcoYePXqjcA6D9F4ppNXhXPI+s7b2vmsdppVzmfOq3Vebe00i0XR8vc5NiVxikFHvsHEUzjnWGKRICJdxPOoEDpkduLMXLd2vuO8Li313dLsQr8TZ+D6AKpzPUz2Fz/80GBfzoYFEs6cmRjZ6GLwvcfQLFFcSlv7sDRzUPer83APfeZjU5e+8OWzvdqbXt+VtdOm99rwqg0fiqBSVUvVldkRVeSD5b5hb2RYRrpSCA2JZz9JbIsOLO+xA0K1pMYsF891ZsQZIz634o0YX2Si1kiYFQqzd73CSr/ITL/MrSty4xpZ3zXMqaKQU3kh81khp6Qwp1DKnIRiaH55ZiiXBZtjyWSyaKx0bYauNdLLLPph4gl1Houh9WaFBjmc0x9iaidY6mdmuRDqZ7IUC59B8ROLIxkUP0s9aytnpVuvXDcohAaF0nBBFAoha3qVkcpZ4/Vs/3mK0UFR5l6LzGmZeS1z78vMaZl7LTOnjdz7wecbmddGHj7XyJ0vc6eN3Gsjr30jd9rInW/kzv/J3fu3fejePZODGTBr9Jce+P3fefs5DXCLpVCAcelU4phR+phReu68f3YaYVbn8s9+8qM7X/w1r/oggC+/+rodm267vpZbbr07i/d7A4BjAO667U03nhp8/nXvucsgFD9XIhQ3OUKh8NiJE0tlp1M/B8BfP/Cum8/4eYmF1jTCbNag0Br8l3YOoch6EsDxwczU6nO4sEHBFR/jYoSiaw9C8fYZAIfe+Ybrda2CC8ChyUZ25OLtzYtF5AqEF7NfAHD/e994Qw2sFFwArityc1WR271FbufKwn6yyO3HXnPdzqYVHDBGnmdFmtbgkBU5vNh388cXq4XDp/veeTQOfe6jV+5/0auOYvMvSlcbbopwRvOD1W9GUDdzq9sbmUwWVraV1jRzaxuZsVaQ92s/4by2nNcJBSYFOgnIhFctvGqmkByqhSK8cIVKrtDMq2a1g6mct/HN1KGYMLVXcWHGS+u4oal2frAfRmJRZFRXXl1J6IWgUPEKdUDcHxVaW3sBamOksoLKGlNZI/3MSGWtVIU1/dyG5gVlZqpWYatWmVVFZmrB8gFPplu5rHLe9mtv+7XP+rXPaqe2igVR7b2NhZHMPXV4V7H94jmv6lwseJaLH68udOtTDVuS1NVOXWxG0nNeO95rp/baq2rfrZzveH3a4bJrnbXkzrUoWssas0mbKZiWZ5NUw+zZ0H7EwWG/RlcaVvrBkWbOq69qb2uvUjsffhZcaPzivNrYsCI0g/HL+x+Xr1urEIqP41b6WwyuhXZmn9rZnL54ViTMAsUiyBsjzor43BqfWXF5Jpob47PMVJmVurCmzmPjizwzrpGHjzOpJJdFW8hcXspcKIbkFAo5LYU5hUJO2+UZIiyYTBYlk06eyZIJy+R6WZwZyiyqTOAGxVBjVQbPeKmcV6DbX3upXKefmU5lTXdwGQofibNDKzNDtbW9Kls1OxRnhpavM6ZfW+nXxtT+XCfQgdwOip9QAIWCyGuZDwokN/jYNzIXLkMx5Ju50zKrfSO87xpF7Rt57Zt57ZtF7RtZ7VtF7ZpF7VpFpa2idkVWe3vuw109O9oD0O3Xpv+jv3PTSz796O5LXrD/5MNvfs29b3jlNx+dO+dH2UIpFGDb9RxOtqetw4zSx4zScOf9s3sQCoyLAZxCmNV57Buu3zn1TPO55da7dyHMdk0jFC5fmF3oKUIHwSsROhY2Ef5afRjhXK8n7njrTdW1b799H4BvBvAggI8+8K6bfSy4nouw32pwFtEcVma0jq0+R+scCi5BKKZeEsf5FIDPvvMN1x9Zr+AS4P4r92yDEXkxQhE4B+BzAB577xtv0FhwXRO/bltZ2F0TzTxvltnJVmnv+5orpmanmvkNtdevd153Oa/9xZ577GSnPjrfdXOxjbZDKABPeK8nlrpV7/6P/O9tO1/8Tae7fQfnnLSKrGwVtjHZyJrbGtlEK7fby9xM5NZO5FYmrFl+C40Q4qZ3K2iIkSz2nDCIhY1XmHA4qxrnVepwYKvW3vvQvS3MntXee+fVDy0ndD7MMlQIr/GcIDTUi0WQx/KyyPBCN7fhL/yDAii3xptwVo/LjKnz2MAgt8aVmamNkdCkTYHaq+lVLosFke1V3vRqp/3ao1t56dcevcpJv/amcuHj2qnxqnXtNM6IhAKpdt45r3Xl1NdOnfPexWYMw4dEj7pcLpIO/8nPNff97X914kK3m141m1Qidjv0iglVND10AkBTFU0ALY37vuISN6tQA0WmGDRwwaDgyb1HNtgD50POg2k072LveOfCWQDOKQYHZIWOmcgGreV1sL3OD7eG11AyQzXsBoSIqBcRl4U9QD43xmVWnDXiisxokRkUuZEibLpz+apCaNDgwhpRgUOGJVuYuayQ01kpcyhlVmJRJIU5jcW5p1p7dlb9DAsml0WbhUYKNkPXWulZg34W9g5VuaDOV+0XWqsoKs4lw3WXyvUz26lyWepbG4qezIblcllYFheWxi2/36sz6VZmZZlcZSXODEksjKRXG+nXRvr15pfKrWaNR5mFGaEizAj5lSLI+SKLM0FZKIAa2aAYqrWZO1fmgwLIuUZeazOvXbNwoRjKnbaKUBi1itoXppbJZl0/g2LIIRZAWKMoQtiH2VNklSKrPIrao6i9lrVDwzk0q1onXI1J73TSVZh0lU77Srf7vk5rX3dLT3fZnu6Qvu60lU5lHtlgeXSm8Zw6xD88ALAe+u7vfcklm1nBkIwUCrArVPXRsQ6CNsSM0seMxiOez3UFVlq1HwXw2Vdft+Po8O3ONZ94BtQLALwYwOle5T6z1Ku3xcfcEW92AvEg5TveetMZLdmvffvtkwBej/Ai9i8eeNfN3Xd84L5phCYdFwG4D8Cn3/mG69dcCnm2BRewXHRdEcc8hbAn7TOf+PKJWaxRcAG4f8/25pHJZn4NwqzeBEIB+Ln3vvGGY6sKrgkRuG2tQndOlfu2t/LdOydyu2uyKDMje0SwvXba7VT+0ZOL9Uc7tX8EoX3+ycPHF+ePnFxa3rN28bbyihuv2vGCiyeL6/vOl91up8zyRt9DTTwkFl41FkmqLpyZ5AcFUuxwGDsfSq2qYbZLUEsojgSxU2LsCFZnYR/IciOD3EqdGRMubXyxa01tLSqB9FV97R3qTuXQrRyWek66ldNO35lu5aTTd+hV3nRDQSSxaJIqFEdae3UuFEVeN95TpFij4ME6hdAa19fnc5ZotcFen9/7V//vVX/n537tCOJSTQFyazAhIk0JPxtNiedoIRZF8ePG4M2HJXDWexivarwfdMILnfF00CEvHIgWqptQ8Xjn4Z3zYWbNa+287zuPvnO+X3vtO6eVxnPUAA3tHqECHxqkGCO1FXHWis+tcXlmUGZGitygyIwUmUGZG8nC0tE6s+LL3NaZlUE7dG+NLH+fDfpSysm8lFNZYWa1lDkUckoaMiu5nDaFnEYRlsuZXBZsJks2kyVr0TWZdDODXmalygyqLBZDG80KbWqpXLeHoiwQ/z0Rib0+pHYGS/3chuVxuV3qh6InzAxldjAL1OmHWZ5unZluZVYKo1jwhCVyJswEVUbi9TIoiPrOSK8KxdAzWyrntAgFkS8zr0UsfJYLo6x2g4/jcri4LK4efBwKosJpM14XiyHfKmptDhVEraL2uT3nX59Bs5HlAigUP7Zaecsrj3icGUp36Khp7dkzedJp0zm0XK1NX2PS1TrpK51CpdtNH9ul0mmpdLvt66SvdUIqbHeVTsGjEMRZWJx5aPfQx7CIs+W63Ho/tN1HbL0/+JxT9VXtpe/iW+2lV6tWtZNerejVzvTDku3MrbxZ5zWPxzxIZuWnf+v7XrrhvufUpFCAcelU4phR+pjR1rnz/lmLUJDcgPCi5FEAn3v1dTvWneE623xuufXu7ar6Dc7r9VXt57uVW0T4D+1CfLxHAJxab9/WtW+/PQPwGoSlfh/8rtdeNYdQyL0I4RDnj73zDdcfXePrhguuffExH0fYa3VkvRfZ8QXycxBm05oAHq2d/+ynH56dwhoFF4DD1+ydyhEakTwX4T/WDwK459P3H6sBXJNn5iWZNRfnmSmnJwu3a1t5WZ7J5bk1jcnSnpxqZI8bI4th4RMOW4PPicg9/99HHu1gjaWUAuB5l2wrX/WcXc+baubXP3W6u/PJ2W5nqe8ebRb2qYVjh7bv3HvZk9ZIzxh0MyM9a0wns9IrQjODjgfqfuXrblX7pZ7T+U5tFnu1LPZqWejW0uk52wmFkenX3jivg5bng2WNgk00V4jvO5xZ7Ky3TG7N68/HLFEsptc6G2ujc7/Wur4Ri6PGoBEGgNz7sB/Iey11+Zw0lAot1GsWl0SGJZLeY+n0qW15a9u819BcxDuF81p51cqHM7Qq533fOe3VXvvea+2dVnFpohu85ZlxeShyNM/CZZkbyeNlKIaslLmR3BrNMxmeDXJlbt1wIQQAAodCTmeFzJqGnJTSzKGQOYlFkSllTnJZsLnMx71DSzaTRWvRjV3letZIPw/FkCuGZoY2XCq38hJupdiJ7yP+2C9fHy/hVaRb2TAj1AszQJ1+JoP9QitL4kKh062MdCuL7qDoqax0456gXmWlO1QAdStj+rVFrzZxZihc/4yXymXeF9nyDNBghsgXKzNCK0vkspUCaFAYDYqfZl77xqqiKMwOhVmiVlH7InNqzqF2C1lIH5BKYfqh+DGVwvYVWe2R16p55VE4j1AMeS2dQ+lqnfA1JlHrBGrdJhUmUeskap3QGi0fPj+hlW7ztbZQ66RWOqkOTVHI6uInNA4KBY7HUPGjQH3k0Yd37rn8qqOIxZBXdfGQMucHq5PDLHZVOdVu7Uy/DsuCe7XPKq95Vautvc9rp9ap5s5prtDCq5QKLVWRyaBL/aCd/dD+PQln8RkjK0chxKMIvAnLV93yQdXhsmfCZd+I9K1BZYz0BVIL4D301n/xjc/5ijqKJ4UCjOcXJY4ZpY8ZXVh33j9bYqVYWG7+8Orrdmx4rtbAqHzivq19ZW6/wRq5SVXrqvZfrL1+HqHYOrqZs7biuTAvAnAjgA9/12uvOo0w27UdwD0IBxfXq25/Kc6y4AKAd3zgvgzhzLAXIOxF+vJ9T54+Od+pL8UaBdcdb71J3/y+e6YQirSrEF6YH+1VbuH0Qv95vcpd57w2cit68fZG95IdZeWB3Z2+mwDkxGRh79w3XX625/RihGYi/WOnek/833uPL3T67iKstLtHIzcLz7l4sn7RpdvNNXsmrrbGvHCp7y5/7MRS46Fji8eeOLF47+HZzmdOLVTzCDOJxvcWc1NOVFi/KPJYe0Zos5dnNUsUi9qNWtpv1PJ+revXfEmpYS2b9V4zVTTCUrvYJEG18IosfE6tqmZxz1AeCyQbDsb14sOJt15XLv3g0jnte2jtvdYIBbOHwMcXVJW14my4rDJj6jwTV1jjG4WV3BqUhZHCGoO6a1qTk70yN3UePl+vLoSAUAxlWLKlmZNSZlHKLEpzQko5JUVopGDCsrl5O2ixncmSzdCxVrqZRc9a6WUGVWbELxc+qlIqTBNAU2EagJxRHK0UPSLhRXAoeJYLI8VwkQSFiCqkclY6fSudysRmCeHjwR6hTt+iV5vBnqHlmaDuoPiJRdEZM0KxKOqG2SCzXAzF/UOb/TlczZqwX2hldsj5YrBXKHO+GBQ/2aBxQiyQBjNCy7NF8f24RC7sHXJ+eKlcs6i1mW9u31AsfoYLTQHEx1mgfiiEskqR1V6z2qOoFXnttHAepTq0vNOG1mjBaQsOTa216Rwavtamd2ip06arMKm1b2mNljqd0EpbWmMCtU6oQ1M8Mh2e9cGZxY+P5wTGTpnqFKpxD2atHrVTuLBiF7VT9RqOGUA4Tg3xOAGFVwwOoc4r5xu114b3YY+o88gUyGMH0BwqBUTzeOB24V1dGpvJoAAK9U/c84mwblUVHqJeFF5E+hIKob4AdSyG+hIa3PRDUYSeEVkyRhYzI4vWSNcaGXTZHN4PW3tV169VKqemCk19pA57E03s1Gqdx2Cv5Oq35f15cdxWBJmB/PZ//d4XnPV5meO0qQLswIEDFwO4G8A3Hzx48N7zOgD+5T55zCh9zOj8uvP+2QLh4OFrEF7Y9wF8EeFQ5Gqjr13L6nxe9567JhEOSL5GBDvK3F5jjRgAf+O9/vmf/fArzrqYvvbtt18K4JuK3Nz/LTdd3jciz0dYnvjRd77h+pOrbjsJ4OUInREfQ+jKuGHBBQDv+MB9BUIh+jxVxfH53uzjx5e88zo4oPkQgPt3TBSHd25rTALYhTAD9rL4WN3a+cOnF/tmYamaUlWZLC0u3dWcu3bvxKwxxjwx291zcqky3co/tth3d770sm0LldNX9Sp//XynKh4/vnTqyROdYwqgzMzCtXsm6xdeul2v2TPRyoxpAMj7tdt3Yr5/2ZFT3UseOLoweejkUn92sf/IUtfd770+idC85BjCnrSTD7zrZjfIKM76WGx+dme94uisztcKTSnU1l6zUNSo8WEflbj4asx5L8vFktdcVTMfOsjl6jWPM25hr4SIGFUDgV2j9gp/iQ5/lRZrBJkVL5Aqs1IbkTqsTZPahuWRdW4lzhyJKzLr80y6hV3uHFfn1qz7s2PQl4ackNLEYkhOopQ5Kc3JWAidNmGp3LzJZTHLZNFY9K1BXRipCoErBK44dFT37d9jOgCaofgZbqagDYEvABQCLQAYjTNAw7M/GNFh0nlBp79cEEm3b02nGi6KjPQqg6FZIQlL5SxCIWQkdpUbmhmyphuXzfVrE1tsm+VW289kqVwRZ4LCkrnlJXK+GMwIZSsFUJwZ2nCpXBlniWIxNHKp3PAMHCDS6UmjUUp/rRm5UAxltcJWqlnlkTuPwnuU3mmpDg3ntYRD6bwWPuwXaninDT+4rLWlDk1fa1NDkdTSGhO+1gYcmrXzrV6lE/0KE32PvMagCNKV2R6EFcbx1G1V7+G9onLwgyafg+6WoZOJh3pVcbEAUoW45YPZ1aoP57nFZb5GVmaicu+1ADSPv6dl7HpaqKIYXranoSuoqEI8VKDwgPj4HfYbvPUBLAHoxLcugK5IONLBAF0xsmgEXRuOI+j89W//p73f8qa3fWn1uWyLfVc/dbqSbu3XKnye9mbikt+4BLgpggyC2FhV4mX4GGdeJ/HcO494Rns8T3C5o6XHcsMZhO8NBFAxIoWolhLO2ZNQQIpR+H/27u98wTkf5TIOIwuwAwcO5AB+D+GvnN9xAQqw/ap66HzeJ51fzCh9zOjcxX1cOxFmZa5E+Gt2H2Gp38MAjp/rochAaKf+0Pv/6wuv/vYfnkDYG2UBLGRWnppo5FcZkQrAR297041PnMv9X/v226cA3Hzxjmbxihdc3M8ykyM06fjScBONONt1PUIx1Afw8QfedfPIs+MGByOr6rWnO9XU8dO93uxivxZIVuZmYVszn5ts5F5EdmKl2BjMSLna+SePnFx6cmmpPzXVyvdvb+ZTl+xsLF6+u3V0qpmfOHyqN/+lIws75rtuoq59Nb/YP7pjIt+za7J4WZ6ZVrfvTp843fviVCN76oWXbjfX7p1sZMY0l3q1PXSy03joqYXq6KluA8BlU818H4A9c52qXOjWJ+a79d2nO9UH69rfc+8vvN7F51MgzPpdhjDrZwDo8ce+vGP35c+Z1eXuBmENTu1Ua+dR16q18+GvzrVHVfvQXr72Ujsv8ePQac55A0WG+BfmzIbzsqw1uTVirZHcmHAYb2ZNaY0U1khuw0nEao1oZg2yUBghswbWisaPfWaNy6ypMitaWOmHroO2l2XSGxy6KiJV+Gs1agmt5QEMlsqd0lJOommOS2iicNrmctrmspDlspBn0skydPI4G5Rb6eUGVR7PGMoN6lLgS4iGS2gpcKVAS4EvBL4Q8YXAha5z8OfQVU5VFdqtDLp9I52+kYWusZXPfKdvBoVPeOtbGRRJ3X6YBer2B3uEYhOFOJvUr0OTheUCaKXdtvRra2p/LovPgrWWyhXWr+wdOsulcmXutBmvW2upXG6dGpFVBebTCp/l94c/Vtjaa+YUufPIvUPpvRYuFkWxX0jpBteHy4bWaHqnpXdoqNOmd2iEmSItK4dGNXfK5a2pXbO1NqsazV6lE/3aT/QqNCuvxmssahShl78O/rYQf83C+4DX0GLRhRfmEhqUwPiVwicb7P+Jr92NxLO5ABgJB2AbhL2CBoLBx1bC/kyJy1uxPKahAstDoV6NBwbFgRkcnRAmoFB7r5WqVh5w3g81RomXquhrOIKgq4qOqna9ouNVl7yiUzu/VDvtdCu35HR5OXEfQLV6xcOb33ePYOVw8EKAIrPSMoKmiLQEaImE/Y4ytAcSQ8tVYwGULZ06sX1ieteSYKVgWnkkcSLx341QmLmwzFtVAWNFrBksH4RARFUgkHiunQcKKHIB8nA7sUZCARaWH4oxRixC904AMKG4Cv9ehl8+MfFPJwbhh9oMbhd+cnRQ7IbIAF/V+t0/8y3XHj/X391x2EwB9h4AfwbgXwD4oQtQgO1S1RPn8z7p/GJG6WNGmxcPQr4MYQZqT7z6BEKx9cirr9vxjJYxvO49d2UIL/CfM7j/xcMPdyb2XfVZAI/tmCwLAAcQ/qP4l7e96cbZc3mca99+e17m9vWX75182XMunTrWKLMvA/j4O99w/elVt5sG8Mo4lnsBfPqBd9284flj7/jAfZPO+a9d6NZfv9irL1nsOTivdWbNXLOwTzZyOyciS4gNLhA6Pl4E4Pqq9hOLS/3M1W66zM1FzdyWu6eKI5fubD44PVHcv9SrH/vTzxy9GJDXKPTKqvLo9evH92xvtPbtaOzeMVHIVCN76vIdzcPwsE/OdqaOnuq2njix5A7Pdt3xhd6pTs/19u5obHve/u3Tl+5sThSZ2Xl0oVc+dbp36uRC/5NHT/c+fPdPv+5ILB4vi28XI7yY6p083Vt6+Ml5c+jY4gSAolXaBrqnpiemd7ncmqLMTVZkxhaZsUVuszwzeZ6Jza3J8szYocJIMiPIMkFmjRnMJGXG1NZIZUwoghDO6KokvLhxsty10Ltcur60p3wpp1Ga06aQ01mOxSyTRZvJUh46yHUKK90sFERVZqRXWIROcqEoqov4fibx3CEjdXzf5aH1trMGdSHwq2fkll/LSPhre2ylF/7uPLjOq2rtBJ2+kThDtDxT1I37hJaXz1WhAArFz6o226sOYO3XZnAGkfQG5w2FZXLnf6lcXCa3qiDa1FK5MhRCYancclHktFU4bRZOG7mDNfK0JYZrFULhfWOWL9XAD/YIIXde81gI5c5r6T1iMaSFdyi904bGWSMfZ4v6DkXltawc8r5DWTlt9mpt9J0W/Upbdd9PVn2dcD2dqPp+wjvNBoWPC0fUqY/9RuAHr2rjUrd4RMFQy/swZacaziiI63SNQGzn9Oy21vYdvZVZj1AQYbAPKExAOgEcBA6Al6HleiKh8aOuPDZ8PMg6VjjeheYyOjhQPHQVXe4wiuUiKNy29hq/ZvCm8LXzPa8rZ5uNeOshLJ/rIRRHfqhTZl45X3Qr33IeLYU2vaLlFS1oOAxcgQbCWXhNAKUqGkA4IBpAfmYBtC41Ij4z4q2Bz4zxWTi7rzYiagBvRETCofBiQpUpJiyHzTUsRywBFP1uZ3tWNt3yjFM4lNxqPBg8fpyrLB/MLgKYQRXmNfwExDPx4s+6xtmrsM9MofF8xHCIfWhapLUCNRR1zD50U1T0fDhbru98OCXDea1q5+vaaV07r1U4S1Gc86YKqwCs88i9ai4itqr9u//yn5/ZhCp1GxZgBw4c+AEAlx48ePDnDhw48CGsU4D9+q//+lsAvAUA5ubmfvttb3vbnyF0sdqFUK0/ivCX39MI/zHaibBUZQ/CEp+/RvgP5Fy8y2mEfQj7EaZYj8b3TyL8wE8N3Wcf4cXTPoQXAw0Ak0Of78b73Yuw5GQC4S8Dg88vAVhEePFwJD52Y+jzC/E+dp/FczLx/WfLc3pl/Nyz6Tk923JqxY+fTc/pvOT0jd/yXeX3/dCPbl84ferFey+9vFpamMeD931x9uK9l3zsR3/wu5p1VT2j5zT9nJfVl3/zP9gjYl48se+qqjd3rNk5/sTxcvtFd33mV/5pQ119GsAVU/uvWbzpn//na7qnjl/x8Idv+9ijd/7x58/lOZmiecWN/+gXv/6Sa294Zd47dsSdPvqn7//3P/pk3e8t52TKid4l3/PzlwB6k21uP3L68x/84uzH37e4+jntuvK5l970pp+eqLtLVxQTk1fsuOy6S5eWFp9XqzVV7Z5cOPbkw2WjcddjH/mD44/+zV8uLZ448uAgp2u+7luLy1/2mpdf9pKv37+0sHiDV0yVzcnTbulUvq2Z3ZctHfv0Jz78l53eZV9/qjt75IapvZddvX3v/p2+t3iRGPvIdu08cc3FzX2XX3X19mPHT146v1TPL/TN8SeePFIsuezw8ROzSwtzx32+49IvLXzprzLbnT36I2/++ya35lX7Lr8qPzTbuerh40u7F9E48uiXPvvQ6UP3feL5L3mxeFe/4KKrnoulUydavYXTrtx9+b133/nX+07pdmuaUw23cHLbjr2XHHrhJcU1112193m7LtptuvOn8l5nKZ+anjqh3WPF9u3ZQrV0vJlhATu3m8Xu6aPbJpuul8mSqfvz5a7tutRZmNuWmT62T7heZ3FhcrJZ1Qa93FX9xvZt2u8s9abyrLaNwmnVr1qNwgNa59CqaBTO1XXdzIwz1nhfO7WZRe29inqVItd+v9LcGDhr1Ne12jzTyoV271IW6C11kfdrq93a6vySzWufuflelnf71lSauYWOLft1hm5tZamX2cpZXerbrFtZ03eZdno26zkbmyhY23cZepWxcSZIerW1cd/Q8uzQM18qFwui3PnCxnOHrNMiq7VR+Lq0tZS5d43c+dLWaJauLjKHhq211fCVRVVMNl2vkXtfWGcmm67KrbPNzOm2lq8ycdlEw7lm4dWI2jwzdVWjgAgyK66qJbfWqKoYr2JtZlxdSx7KIPHOITNGnNPM1y5Xm+X9bpUbRV6LLapelRuxZVW7HJXLkReNpcWuWEjRhSl6na5I3mjOd7rGdKvMtbZtnzsx65piW11vJ3un5jUvJnednjvtzGLH+uauK48cevzkhDR2LIq1bn7uZGv64ktOzR47us17b7ZffMn83LEju8qJbX1AbGdxvjm1e+/c/ImnpiHiW9t3zc+ffGq6uW26p+ryuttpTu3eu7Bw8tgOm2VoTG7rdxdOb2u0Jjuurmzd69rJHbtn508em7RZ1i+braXFUyebrcnt8/3ukq16XbNjzyXHTx5+fDovyk7RbHXmTzzVmtq959j8iadsd+E09l/3gscf+tzdF5WT27umnKhPHDm0ffu+K0+ePPrk9n6/V/S6vRxZ6Wxrqqs218XZ41ONiy8/tXD8yM7aOVPs3H986ehju/LJ7UsAUC2carX2XH6ic+zxnRDjGzv3neoce3xHPrF91vW7rn/6RL7tsuc+MffA3TshstTYdclTcw98anri4suf8gvHc79wonX9173+sSc+/uf7t22b6l5+/fMXDj/4pX2XP/8l80unT031e71t137tN8w9cf8XrmxO7URz+w4szJ28eGrP/m5vcWGnd6617aJ9nfmTT+20RdPbvEBvaXGynNze63cWm+qdbU7tmO+cnt1WlI3KWgvf7zab27Yv1Z2FpgBoTW5f6C/MNcpGYzETcXVvKdu+Y/fs0qkTrUyk3r5j5/zpk8enJ7dNdVS97Xc6ze27Lz49e+ypadgM5cS2av70qZ15c6Kua9esqmqyMbGt7nYWp4zJYPLcV/3+hMnz2tV1XjufZWXZ6/d6TYhRscbVVZXbvOi5usq9erF52a163RLGVBBT1f2esUXZqft96S6cKrft2nOktzjftHneE2PqutsxRWvyVHdxPvfOaTG5fW7x5LHSFs1551y1tDBflNt3nzh97HCrqn2db9s5O3v0iW2mnFrodru6eGq2tLuuONY9/ti+LC+1uX13r148ubOc2tkTXzfU9Scmduxd6M+f2GXzEkVrwrnuwva8OdnRqm983ZPG9l2zbmF2umwU/bJsVugvtiampjtadQpxlUzvvvhk99SxyUaj0W00yqpaPN2Y3rX7+OLcicb/+Kkf+sMjD9//wIV6HYFzfG200daQUQXYR7DSovYlCJupv+PgwYNHRv+TuzkiMqWqX1HrNr/aMKP0MaPgzvtnB138rkFoBCEI/yg+hDC7tammGeuJZ1ftQJjdugKheOzE+3/ojrfe9LQMbrn17nzhqSdeP3nxpTsA3HGuSw3f8YH7Jo6e7Hx7p1d/kwj+Zs/O1v/6T9/1/NVt5y/CqqYbD7zr5nr4Nm9+3z0XITTCuMR7X3Qr9/za+d3O68nK+Y8udOv/qxqaZgx/3W9+8nF5+ET36vlu/bfml6pXLvWqHd7rvKg+ZkS+dHKxeuTIXDdDmGkSALKtlU/s3t64bLLMJraXts5F0OnX+zt9t7tf+9Onl6oHD51Y+tLpTv0IVvZkzQ46+L3/80cbCMvfr3Netz341ML+h44tXrzYdw5GvrxtsniyWWaD7oKne5U7fM+DJ/3jRxa2Z1Yu2b29nLpoqiGXX9RavHLPxGSzzF4IdZdtt483Li/v6Oy3t3ff8/7yaz/z6PSul1/11NJPf+dnjhTWr8wAxTcZniVaowZZ7wDWsDQutNpe7jAXr1uZGbJmcPDqYIaoX5szD2K9wEvl1pkZWmepnNe4XE4budNm4eOl00butRlnhJq5R6Nw2iw8ikwhYamc0dAEzWjoM7e8L0uX92eF7/DQUjnnkXuvuat9rjBFHZbKZXVcRld55OG8Ic0rh6xyWjqHonJa1LWWda2lq31ZVWi6yhc95/N+3zf6fW12e36i6vlW3fWTdddtq3u+BacmHkQMq1BRXVnvBIQfg9itwMSlV2Evj6zs/xme7cFglif+1X8w4yOAX7lOlmeA4ucqAD0R9CS8uOuLyNMaGgxd1s5r1aucnu7WZr5Ty0KvlqXQmdP0am/jOWWDtxJn7ulZt1HLGioBqnCkgrjMiMsz4wtrtHviUGPXJZcvlrnVMjNo5MaH9voWuRUxIjniAeJe0fCqTe9RuvCxjddnPpx5lqki8wjvC5CJSGnC/iMxRiAQb8N6OBgMNjZC7UrLPZcZU2dGvJU4XhFnjVRGpGdDMwmnqnCq1jnNatWsdj53Xsvaa7NWbahqowpTk0Xtfe5UM6ew4dgCNT78rCAsX4SJs0jGh+vCikbAx6WVXiR0OhWRwYy4AlKLoI+V87UqDQeJO69wGs5Q9+EMda2d07ryvnbO15Xzdb9W16+869feOR/2joYZQh+PTdBaFVovnGw1tu+qrDGZtZJbI5kxkluR3Bgx1ghMmNEXIwIbWhWKADXCjJszAh8zN3kmpsgMMmtQhrPkNDMCawWZEckMBusWXWy8U6sqQjeU0ETEeS1qp1k4X1BN33lb1eGy77ytwpRtVjmHyi0fDxLPvwOMyL/883/8ivmz+Gdw7DbdBXGjGbBnNACRq1T14fN5n3R+MaP0fbVmFJtlXIlQcO1E+CvWIYSW5odffd2Oc27F/br33GUBbEP4K9mVWCnoTsb7f+SOt9607lK+eIbXKwFc98Bf/K+HP/++//Dhsx1DbAhxbadXv/rw8aUbjs11PjW/WP3up2YOLDcCufbtt+cIZ24Nmm587IF33by8HPXN77vHICy3vCE+n2NlJt25xf7f6tWuZUT+17HTvbuHC67f/OTjAmCnV7388Kney5840XnFqaVqX6/yvU6vfny+U9232HOnEV78ITMyf+mOhu6eKHbCmBcs1f65Ve1a6jHranfEWpM1S7OY5/Yh7/WjTxxf+vwH3/b1a2bz/s8f3YHQyfGyXuXyLx2Zv+7ofO8apyjEyANlmX0pz8yTRnBk/nS3udSprgBwbbPIdpS5sRON7MSOyeLYjsnidOV1m/Pump3ZfZdfXnwkv6bxwe6u7J7dVqqdAPC233nlZbfdffVFtbdijdfn7ptdfPFlJxeHl8oNLZHbkqVy8XKdgsj7Rh4Ko2butMy9NmMhVOZ+pRjKPRpF7ZuFl0bufbPw0sy9NgovjXxQDJ1R/MTxn1n8rL4ubIHJY/GTVR5ZrWprH9/3Gs4acsid06JymtcOhXNauFqLqvZFv0ber33eq7WoKt+o+9qs+75Z931Lu25Cu37Sd92E9nTS93yz9popYoODU0ef3Dl18SWziPtCJBQ9dnlvT/hYhgqf4YJmsORpVTEkHmGJqI/LRXsC9CDoCtCTsEfzjGYFI94fvq7+sddcvfxzHrudDhdAOdYuhtZ6O6MXoABijBgjyIwRa0WsCKw1AmvEZ0Zc3EuouRGNewdR2LC/MLeiuTUSLzWz4iRGHoqR0P0yFEPhEtDcQApASkALEQl1DyS0HAfypVMnt2+b3jU/aE9nwuxi6JQA0TBmEYE6EakNpB876TkR1FaWl9XVRqSGqtaqWe21rJw3lQvt0Cvv88prUTktnfehKlcU3vvcKQqvmnsgQ9zPhaFllXEPUTgofbnoFI0/F14gXkL3whoQB2hfgR5UuiroqtcKQH9wEHboj6PqPVA7dZX3VV37unbq68EB22FNJOIB3MsFkV9ZcufW+vchs2KtNciGixprxBojWdiQZYwJl9YaG5ch1kbESVii6EQEmZEss5JlRvLTTz588cVXXHM8N2FfaW5lsEErA5AbQa4K61bOyLPL62FVCx+Oiygq56X2age51D60cHReXeXDweu107py4WD2+B+YwX9nKgw1DUFYldEVYEnDipNBU5FFBRZVddF7XfS6vAx0ze/XV5IUCjB2b0scM0rfV0tGd94/O4lQbF2DsJ6+QmjT/uVXX7fj5AZfOpi9aiAUIcNvUwhLCVY3O3YIZ2adjo9x+I633jSyoLvl1rsFodHFiwF8DMCX/ujNX3Pd2eTzjg/cNwXglbXzlz7w+KkdDz1x+sl+7T/wwLtuXp5hu/btt+9DmO1qAvgsgC8OZo7e/L57mggF2bUIf5F/qJGbhxu5ueGpU93XnlqqfK9yv337j7zyvlhs7Ubo+nj5fKface/hhZccPdW7dqnvyqWem13qVvfUTh82wOldE3lzuplPN3J7kfO6SwFTQ6crRa6Qp/qV++je7eWD1106tc8amUBYtvnZH3vN1cfWeq7v//xRAbDfeX3JfN9dNdupdhw51b12oVdf4lV9buULe7Y3PtfMDU4t9HefXqouqpxvOq+V93iiyMy9l13U+uLuqfLI8cVqm6B+0f7yc990aePu5+8vPjF5cf6ZVimzhRHvD822sg/fd8m2jz24Z9snH7lo22MntjXOHI1iuIvccIe5sFfI61AxpIMDWMvlWaHhS6+NwiHMCnk0co9G4aWZed8oHJqFopF7zayuWwgNtTMfHmOcjxGNM0C1wtZOi9rD1qF5QlY5zWuP3LlwRE8//AE579ea9Z3mVa2lq3zp+tp0lW9qX5u+8qX2favu+0ZdacuHwmjCdf1k3fUTlddisN9nUPiE2Z6wwR+I7bUHL2RxZuGzqhiS5RkgiXttROJMT+ji9rSZnjv/8DcuffV3/8ADGFH0AHA/9pqrz6pxTvz3YbMFUSlAaY00jJGWCAobmw0YCcVIvBxMImSxGYGxRnwskJBZo9aIWoFaayorqK01dRYO7XaZDYd359bUxogagTWAVZUSglxCRz0joeulRdxPJJAs5hLPXJNwfRjPYH9Q7LKHtf5N00ERJINLaC2QygOV9957QGOnCV95L2F2QvOjhx7dO7Xn0oXaa1l7X8bZrcKrll7jWW8Ko3Ff2NBjGgWMqBoFZFAcxfbyDtAq7C1CBUWlIXOH0Oii8qp9VfS9as+HwqYXZ4vgXJjd8gofD9gW75cP2UY4WD0UQ6EZSDgDy4fL2p9ZHCnWOIoiz4wWmZE8s5JnBnlmTB5mhYy1YuMeUWuNWAmzgAVWfrF1+P3YdyfLjCmMhI6l1qz8fNlQ2xYCNESkjN9Tq6o2FsuFatgfhXguWNwrp7VX7cyfatrmtlP1yr64unJae9WqdtqrvPYQCp0O5P/P3p+HR3WeacL4/b7vWWqXSvsuIZDEJjBIYIONMV6JCUlMuuOs7e7G3TPTM9P+Tbvtme4e9/I5szmX5xv3Nz39fdPxpJ2t7U6CkxBinNjGGBswSGxikwRaENqXkmqvs7zv74/3lBBCEgJvRaz7us5VpapS1TnnOVXnuc/9PPczSZJi5ApRioOQGAHiBIgRgiijNEYpMXbtbLjlidHHhYU5YAu4LhZilPn4TYyR405YBKk+VUDWZEfhlPttqg3Gpv+Pk0TlQbr9leHakpoEJKmavkQ/6BU1h3itgLR3Pw7gxK6dDU6l0vXj48x9Wg7gNiFE/OjZYaN3OJYH4I32b229DAA1T+3VIWd81UD20B1Ok7KppYWQJ8qzjKI9y6OWCyHWD04kK4cnklaWWz3w4Ir8FKOkyrJFoHcsUXJxMFo4HDaqUzb3CQHLsnk3sflFv64oHo0FdZW5AIBRYiiMdAugM2ILYQHZIMRSKGm7rSIgdIXWQCaxnQBantxcPWNJyHP7OnSfxu7jQmwxuSgzLK6GE2ZBPGF5uBATXp01uRTS3R9KakPjSW0sasbGIqmBeMpuB9Dd/q2tEwDw/P4OhcJYvMj19gPF+tkNeWrbojz1XLabjkBBItEzdoVwHevO9/WM+VwA4FYtvqoilDAsRk9fznabNoWu2OKrG3uif/a5i1E4pOdq8iNbzEm61RwCYnKuMsAFs50ZQzaHYtnSSMHiglm2YAYXimlDtSwhZw9ZQuMm17kpXLbFdW4K3baFbplCt03uMi3h4qbQbYO7bYN7LEN4bIN7uCk8wuBeYQnXZBEWZixpk83vkOVNaeXHAggnRJIUp8wtSQhSwKTiMxuxmU5yrnnNVLXnw4TzvVZ6333VX3rXIwKAplCi6yr1Mko8lBAPIXBTQq5yfyPy4oQ2hQBdscgmU2yxZfWaoGn1hUr1hTkmB0yqSZbGKNcVKjRGha5QU08PZ2aUU0L4ZCkiwCBJkAoBBsesgUwZTcAFiMDkoGmG65f/CUdxSZMPQ6TnKkFIEw0OYQsOW0BwSY4ol/Vr1BZCtbjQbS5cXECaQwiRtkPXhJi0TmeQBCltnkEgiRAFhJz3Js0YHFd22JCjqkwImDa3OaHM4BwcEJYthMkF0qTIsLmwSNq0QdqLK47KMukC4syUmyREnMO5naoY8XRJXXo+3/Vm9JmEwHBpCnxulbh1hbg0Rl06o4zSqaR7+tBrzdn/xDEGYVwIJT0HDxAqo3AxQiilhDKpQjLZdigJEiXQCCEaBVyUEgohnN8WOGWucl/LGAjKBXjajIJLUmlwLgxbmlQkLc5TNkfS4iJi2jzCOaIgSBAgBkISBIhRQmKEIEEImW40Yr/6eKOeKfnC7pbBqSM/Psiya3t94ZzmUpmGTCBgn4or97cyFmKU+fhNiJGjblVB2sEHIDPbAUj1qWe2+VtbXjiYBUm4qiGTm2EArQAuzUex+jCw48XmJQDugnQZPLJrZ8NVnztXfJ7e05oLqWTlADj7+uGeSDxp3Qk5e/GU87IKSGKnOI+3b24sI5DbvAJSyRsB0AKgL8en6gDWUSKWxhJWTjhulpQGXYM1hd5uAONnLk3ww+1jq0xbNHrdaqlLpQmvyi7rhERVhRgBtxpya6wr4FbPLynytbo1JfydI5e9kKWBiwEkPRq7WF/m1xVKqiGT/fMAzj25uTrlqGoBALmGxYviJq8zbbEEwGJGSJAQcJuL/uHxBMZjpjeetCID48kTXQPRYSG30YRsju7CtPlk33737UCVa/8DuerFe7OUy/XZSnepTsJMIclEz6giDrQWeQ93FPqPd+d6e0NeDQC8uiVuq5wwGheNG7cvCaXqyyM2o4QZNuP/6ecryfsXAnpNiRj/w+3aGVCX7BviumUJSYxM4bJM7hamcAuTe4QJjzC5xzSFO2Vwj2kJtyGIIslOmvTM3t9jEpkQzdXfcz0SNPWxG1Z7PigcBzgKh1BEk5YeS1lew+Jukwsv58LDBdxCCBcX8AghHd+ETPxdQgiXEJMJrkKuTz5ACCxzYjg7u6B41OkxMTU5n8zSGDVVRi2dEVNTmKUxYusKs1wKtVVGLUYJhYCSdnlzLMyJHGoL6rj8KVNuJ0vvnLlNQJoAORbjtpgsPUuXtgkuZGmjtB8XphCC22nXOMlYCOeCCAiCSXUKqgAo59DEFZVIFXJWlCqVItmPBqkSpdcdXExapMvPkG5zNqSHv+2QJc4FODg4h8PNpGW6BQGTQ3AI2LhCijA5k0m+P5GikSRBQpICeV8Im3NYNueTBCl8qTXXXVLTbdsiLq4mQVPJ0YwEKX1/TW0+h/wdmE6G0oQoba2uyR4y4eFCeMWVmFEuhCqcnjIhwDiEAgHGKByzUkIZJRqlUBUilSlnURghCpWKkwIAIk2qheMISGBDEm4uICwhkLI5DCGEYQuRkiockrZAhHMR4UKELS4mTFtMmLaICczovpj+20pfuPuoMNP5aHfLYPr7nFbnlOvczkaErvqoaX/PtF1TCfSNLAbk758BwNpeX/jJkpmbQCYQsGIhRP8nuhILmBMLMcp83GoxOtAWUiDNMhbhyiymKK5Ywc9qKLLlhYNeSAVoCeSJeAKScHXue2LjDQ9J/iDY8WJzOYAtkMOM3921s8Ga6XXT4+P0di2DVLMmABx69e1ODmArJOncD3mSWw9p9tEN4OjmxjIOqZLVQu6zDgBnvv3oyvBLTT3KaNxstDkeUinJHY8bkUuj8YCmsKbV5YE9//h2F9UYfZgRPEgJKcvyaq48v965tND3o+oC7xmF0X4AE1NPZDtebM6GNGCqABDN8apddYXeLEpJOSUgGqO9Ho3GKCFBAAHD5q64YeclLZFn2sIlAKEz6vUo1NQU0huKGH3tA9HVkYRZnzBsmjDsSynL7vO61EgwoI8VBN1hTb3akZnBJEv979WVuc7cVqi3V+aqXUU6jasEttU7ptiH27OVox157mPdQVdfyK0AgM9lijWVE6nGRaPxDUsGI7dVDEcJ1Vym8OoTVlVo1FxyacRccqwt/mB7UuQNAAifO/x21rI77unH3GrP5P2PSu2ZDxwCNKmsYOYh0SoA1eZCS5m227CF25Klmy5bwM25cHFJkFycC2kqwIXK+RUS4iScAJzL9ZTQySv9smdEUEKEQglXGTEVKgmPymTZnMqopTFia4zaGpNKkcaorSnU1Bg1NEZThIBL2VAothDMdiREaXIgJCnicn3GRof9nqzcaNp23JIW5bZstQGx5cBcYU+6HghZYycJhTPTSFhi0lpblgnCKaN0HpeG2o4riHDUIO6oRVPKutgUIkSEtD9PW6dTh9gRhwGlh/9aQko2dnrmFBcgBIIREMfwTJo2CKc/LT3zyCFFzjoJ4byfIYQkRMJRi5xZVFPUI2FxgSTnIsG5SNhczp7CzARoNrJkNz+z5Zpk0ZlNlU7IdQD6uV//qGzJvV+Mcy58XAgPF8IDAa+QjnAeIeARuGKwIffjVbO9FGcbbUX2NhGFEsVpclMUeexdIUsUzHkNRdrqxRlS7BhcCEJgEwIOkHSpYkr2EomI7C9C3Jb9RVGLi5hh8WjK4tG4YUe5uIYgmR8lQZpGhG50mUqQrqpbnnKfXO68kF22aMn4tI+2cXNEaOpiba8vnPV3seapvcxZN83nUvTCgCvgUpnXpVIPpcTnKNleAuIhBB4h4AbgBoSbUqIwShTi9IOmL9qkG8s8mvLn//N3Vkevt38zCZlAwPKFEDP2BiwgM7AQo8zHrRCjA22hIgC3Q/Zb2QAuQxKuOc0ytrxw0AWp9NRCWrsmIB1ZL+x7YuMnUkax48XmIshZXiOQzoZzlj6k4/P0nlYXpDFHFYBzAI69+nYnA/Ag5An0dUhC2gi5j47ctaYkxhi9qrTQo9L2hgp/LoAqLkRVzOC1hs0LuUBb93Ds2JneSLVCyeXNS3KHe0bi9w9FUhsiCbOIcxEJeLW+gN/VShh5sSBLj0KSYJfz+Vo8ZeXHU/YyAlToKiV5PlUEXEoBJSQAWaY2yoUIWwJ2yuKKYQvN4oJyIZuqPQo1c9yK7lEZN20RPXkpJPrHkqstm5dDIGpz0WRD7C/M8XSV5HvHMO1q+NdKnuCLPCdXjNuVDytI3uVlwzWMWB4A6B5x0UPtOer7F3Pdx7qC7oEJSbgCLsNeXTEWW79oMHxX7UB0ZXnEIlTVDe53hewl4VGzbnDMqnm/I77x51Fe1AFgZDqBupHv0BQCNJXszEaGZn1OCKFattBNLlTL5oplS1cwm6eJiFy4EArnQiGEaEQOYdUdkzenh4hI2zVKwCiV004JEYyAKJQKp3zOVhjhKqWWyojNKEkxQlIKJabCqKFQYjFKJIGixNIUagk5AJdZkpwxM22/xgUxuZzLIx8T1OScyL+hWpwziwsmIATnIByC2FJekZN40+6BsjSQUACOgyB1CBFxxBhA8g0CAIlo2KN7AwkAELIaNK0IUUeBEkKINBFLkyNIlUoO3eVckh4uiRDhXHAIORQYaTMPIXvccKVPSXHWiQuZ0KcVIgHpkiggSZUl9SPYgqdnGwkz7WDnlNPZQoikECLBBRKciyQXIsG5iJsWj3EukmLadwLXqkYzEqLZsOWFg9SrK26FUR8h8ALwEsAr5O9peuxGenEBk8mv6sz+UnB1n1IaFI5gxigII4QJI+52eX1Jx9yBKJSCMUKkGx5hTBIoSikElXPx0mSJU5Iuo3VyayGSAkhwgTjk8OJ42pDB5ohyIaI2F1HD4tHxhBVJmDwJwPgwCJJDhK6nAl1PDUrP0ZoL0/frbIrQVYrPLLfzIkIz/dbVPLV3qkGMBlnmqwXcqterKx5dpT6NUS+9UvLrJYAbhLgZga4wyiglqiIHzBMhHKJEIITj6uOU8poKo1xhJEUJSTBCkoQgRimJM0oSlJCoQklcYSTq1pRIwK3GSrLdUZ9LSQEwN9UGbzmlazZkAgG75UunftOxEKPMR6bGyOnjWgFpSjEC4N3rqFsUsu9rEWQPlwJJOjoBtO17YuMneoVrx4vNOQDuhySBb+7a2TCvwY/1D3xxw2f+f/+5GPIq8fsAOl99u5MCuBOSjB2CowYSggsNywvHvG61Fk5pYaFf7V6S79YpIZWQCZNImDw1EjMLooYdFwJHjaTJQzHzt3K8mkenxLg0EivvG0/kRxNWKp60jhXmek4sKs0qpYQcCfpUAFipM+IJuhlSpigMxY1KwxJuVSGRPK824VIpEQQpCLQnTH4mlLQJpBLmczZrHECPW6GX1xb78wGsHImkii/0R8T7F8f8gmCVS2X5Xp1dcmvKjwK68vrffeO2a0444iJhAOrCVvFmU3jv1Wh0JYXwccGUrhGferg9Wz1yMYs1d2W7hsIuBgBZ7pR1W8VodP3ikfjGmlFjeUmMEwrCofFxa9HomL2sf9xedmLIuuPHcVSdfayx/Jpk5Pn9HR5nny8CEOg6c6yoasXaSZVSOL0z0s1CMNvmqgB0CGiQdt7pq/ZXbMhBVEAaJRBCwAgIo1RQAsIcZ4Y0OYJzlZ4SYjJCLEqlAxyj8u9035EkRtRSKDEYJQmVkaTGaEIAlmlzkrIFDIuTlM2RsjgMm9OkbRPDEsy0uWZyoVqcqxYXKhfQbKngUGnQQBwSNLnOCrniKqgSAuqQi8klLdEA6a64K5fXhVR8uC1FqPRAXMsph+M2F8QhStSWdW3U5pPDdjkXELZ8D0YATUiyqUAuNBUeC+qBnKjz96Ry5azrpD0JhJDmEk6fkrOvbQHYEMLk3DFrkGqIKeQQ2JSASAiOOJcEKe4QpIRl85hp8bjNxaQKgmkJ7w0SojSBTyfvk7eUQGeU+iiFhxLiJSAeEHgAuIkkSG4QuAmgAUR1yhhnGuQrkB6ALG/TCofFKLjCmFAoID3IAcYoVSmBQgljjEBlRCiUEoUSRqnshXR28SRZIAQWBSynfDYhgPhgR6uvcFFtl5BOdlEAUWnUQKKMkrBPZxG/S0k91lg+Y7XAdDgmPR9UDZppH81EKKc/P10JvOFlLiI0X9Q8tXeqQcx0F01dV6jLoytet8q8qkI9jBKP7I2EhxKiK4yqjj8IY5SoqYnhAn9u4URa4XYs8IXiKNeKvBBjago1KSUpSkhcZSTOKImrjMZUhcZcKo15dSWa69OjXl1JwSmrBmBsqg1O9lM3PLtv6rqr07Zjerymv2a6Wclc2NX8zJbUB9vTHy8ygYD5hBC3lGz4acNCjDIfmRajA20hN6TSUwHgDIATm2qD15xwt7xw0I8rfV9+yERpAJJwXd73xMZ5naQ/aux4sTkASbwA4I1dOxuuO3PNKTNcDqAhOjoU8+UWvPHctroJ52TaAGmY0QWgRGHEXlKRHSrM9eZojLgK/GqiOKAbLpW6nbcLAehKmPxyx1hyMSNY69cVuijbPZo07NwTlydWheIGRsPJvsFQMteweAHnYsiy+N6aiuDJwlzP/Sojbp+LJXWFevK9qlAp1M7RRP5QxIhbtrhQmesez/GqJSYXOSlLJJIWT/IrLhOjkGWWPc9tq4vubhl09YUS6+Mpa8N4zCzoHomNn++PWFledVHQq3ny/PrFgoDrZ2sqs49Pr80XF4kCYKklXOtidvHDlJgNBPAIQejFIQ97/2K2euRCFmvuzNJGoi4FALI9KWtN5Vji9sVjyTuWjKaWFodNRgUnhEdTPLt9zK4f6LO29PeYD50yRNYxAP2PNZZPfu7z+zvSxL4aQJlCictFqT9l8jzbFoUEMI1USlF1/arjjYLYlBKTEViOK18y3bdFCElQghQjJE4pSSiUJFwKS3g0FreFsGOGTaKGTSKGSeIm11OWrRi20AxbaALCTQg8BMRFCFyQybULgO6YQygUUJyxRgoBcUwaHOLj9KI4ZIgDkySIT5GNOAdszoXNpb+B7ZAcQwDcKVGzuYAly/jAHUc4akvySbg0OEgrUDog+5QIyBXDAunGllYLnFvH+S+t9EmixIUQtnTeE1yk3RHlZ9gAbKkWCUMIJISQSocA4kIgKYRIpMJjXPUHQw5JSthcxCybxwzTjlu2mEqMbogQAde4IE4nRjM9rlFCPJTAS6Qi4CIEKnFIESFEJTKGqlPqqGIKCSCOFT4BEdL0X9qpOIrQZMkrI7AZI0RljKgUVKGUKAyy9k4SJiLd5IlCKVRGCEuTJALY1Dl2HTtyixJYBEiCIAqQOCGIUce0QWEkois0oik0gSsJdRKAnaNrwDyIT09He6C8usaa4zUzkcW5IDDPPqBZbj80IjQTnN/zNNGb1TWTEqgulXlcKvMpjHhURj2MErfKqKIyqijOPC6VUYVRolJKFEWW3DFCIBilpsqIrTBqq4yYKqOWpsgyX1WhhiLJUUJVaMytsqhHY3GvrsT8bjWOKyWUqVjKMv7L3/yFTm7/RiyStG6UCKVvbySGAldicZUhildThN+liIBLJVkeVQRcCgm4VZLtVkm2W4PfpVCfS6Eqo9PJ5/ReMwDYtak2uEDAbmgFCFkshLj4ia7EAubEQowyH5kSI6fM8C7IE9KhTbXB7vRzToJTDmniUASZrEXg9H3te2JjRg1RdFwNKyHt5F2QxGt07v8CZigzbP7WZ5dWLvnT1zog+77uAHCOUVJZnOepuG1JrhX0qv5stxLz6WyIURKB7PnqAhDK0TXSG0ktjaSshwlBVZauXC7wahcHw6mBn57sXzsRN0uTSStimnaFEBC2zQ+bJt91/+3lYQBfIQTrfbrSXhxQEwGdYTBsaG1DcSWctPrLc1yxXJ92u82RZXExaHJxGUAfpAHG5ee21SUAoOapvdrqyuyVlXnee9waW2za3Oodi7d2jsSHSnI9K7LcalGWR+0tDOi7l5UETk0lXWfO/bUrmx67SyNjdyuIrFMwvgzgbiGAtgGXeP9CUDvSEdSPdWbrYzGdAUCON2WvrQol11WPJu6sGUnUFY/FVWoaFGaYQBwftVf1tqe+YnQYXxix4ekGcOqxxvJQ+jOf39/hhaNuaZTk+zQl6NdUwgA6EjUC4wnTP54wB5OWfUh3sUEBUnL5bHN12fKGCeIoDE7M0256LkiVhTkW8dOuyAo4bmZUCEFxxdpbSHFH2FfK0GBJx7pJVchxh067ncHiwrGHFsK2OSx+ZYaOAnneFo7BABPCSYqI0CGITiA0EOKCgE6IJE1EWpQzSOMHDYBCQBRIO7q016OQBAncsf12FKNJN8WEEEgIiLgQiAogBn6lhwby8QSAOBcizrmImjaPJVN2ImXa5k0SonSZpwZAvfDq3y5Z8sgf9+P6iWL6PoPkNopjC6+mbx1SpDiESXWIL6WEOFPQ5D6ghAjivIkzHIA4ZEk4bpLpWVEWASFyZBNRlLRnOCWCUVBGKRRGFIUQRik0hzRRQmBPsXs3r8zAgkUpMSlBihASowRxSkhMU2hEIcRglHACWIwQQQmxGSGCyTI+QgiZT2nczRCh6aVu1yw/+97/Lvr8N/6wY7bnt9cXfqw25VP7jnD1iAEVM4wbUChxuVTmURjx6ApTVYWoCqOKNkmSqKIyojAqCZNCqapK33hLZcRSrhAjW2XEdKnM0hRq6QqzNIUmNIXGXCqLe3QW9WhKglGSSlm2EYqZYjCS5MORFB8KpzAYTvKhSIokTPuq78Act/NGrOdcrrd82WXMXOpqqIxYOR5NBL0ayfFqIs+nkxyvRnO9GrI9KvVoCmWUzLQ/02rjfJAm1sY8FhNXm5ZYvwmliJlAwGqEEO2f6EosYE4sxCjz8UnG6HplhlteOKgCWAfZw9UFaZgx+HE5FN4IdrzY7IUkSTWQBPESgNO7djaEpr/2paYeBmlz7QHgDietspjBNxACr19nF70aCzvPkVMnTy8zvCX5fpcyMBJOsfG4ubKmLDCW59ePBz3KcUJIF4CBxxrL+e6WQT9kb1f1cMxcOpGyKgREX0BTflns11u++Yvz+YpCd3LOKxMJy7Bt4RZCdNu2eHlJaaBt2aJgZcrkD1s2b8zzqRcqg64B0+bJ4z0RZSJplXo0Zga9WsSj0eWUkP6UxXfZAl3PbaszgMlegCJKULWkyL+qpthfHXArLpXRrnDCfOd4z4Sd79c/43UpZXk+racs6P5FZZ73DGRCV6iT/vJitmd9Nj2+3EfaqjUysgjgum0Drf1uHGzP0Zs687zHu4OuUEyjAJDnT9prK0OJ9YuHY3ct6Z9YWjwSUyjnkGVMx03hPXU2+QcTp5N/pNtwAUA7gNOPNZYnHHWrBMAindElPk3J9yjM51VZwqWw4bGYwVv6w96+SMJjCySKs10TPpfiTZq8wuYikDS5mbLsaHioL+DJLR7mQnCbgzvzgFKci5QtkEoPS51ScTcJx/dBpC3F06YCgFAhCdykixshJE3qNEKJi0wmLtImXfZCEQbHX94hSGnpaypBMhxVLpUmQM7+igmBiABiECIMkAkiZ/nEiVQ5YiqjcZcsG7K//ejKGy2dm4vwzCdRnLWcyCFKkwqSnIEkZUBCCOKDXQWBkkWjVDIlSgBCCQRx2BElApJ/EDlHSoCCgE2a+gnHQx2TJg/CIUhId/gzRqlCCVVk0z9Tnf4lJhebXiFKtjPTy3kPSYAURpLp54m0/BdU3nICCOqQNzqpeJH5JqxppInQB1WF+EfhHHcj56KZ+o6us8gLCoCqKlRzqUzTFMpURhRNoZpCqaIwoqiy5E5RGFU0hVJdodAURnSV2lcZxCjU1hVm6Sq1dJVaLpVZbo0ldcbilCIZN20RS9l2JGnyaMoS0aTFw0lLRJImIklLRJKWiBkWSRg2Edce59fr/ZqKdLnjXIYoBqPE9OsKLwy4RFnQjZJsNykKuEhBQCcqo/PZfxQAzp5sLlq+umFgjvXhuJYATXdunI082R+EHDn5xFRFcb4Dy/duqg0u2NDf0AoQ4hFCzKuPYgGfDBZilPn4OGN0oC2kQya86cWDGcoMt7xwMAdSDQsAOAKgfd8TGzPqqpWjcpWpjKx2qbTUozEU+LS+8hxXSGXUC1kWOdvVRVsIkYik7IK4ySsBDPt1dtCrsWHIHrH486+eDyQM+14rOjbhDeZf8HrU388PuseL8rw/BtD++eX5DLLXbREcVTBu2lbXeDJ7ImUJi4tjAE68eaxPJQSNikI+KwSqk0nb4FyMci72ZPnUX9+1qrgEwFohRJngYrVfZ5E8n9raHUqqQ2GjBoDi0ZUzPp0153iUYpVRP4C9T26uHq15am+W8/mVCiP+leVZBSvLs32FWXok16e3DISTp19t7qvI92sPZrnV4sIs1+Wlxf73A241AqBIwUR2qfJqWS49WJlFW4p0MljJBdFNW9NbeoOuwxdyXUc7ct0nurNdEwmVAEBhIGGtqRyNrq8eDG+u7Q3XFE2kqEzLI5Az1JqHrbWtv4q87LbhqoQ8sZ8B0DoSM10EWORW2EqPyirdCstxKdTQGR3SGL0USpgTx/rGi0JxcxmjJE9TaCjgVi4JkEQkaQVjKZuHk5adMm3btLiVNGyVEuTZZsqvqDolhLjkAo0Sokl1RObmU8jRdAiCSYt5CwQGATEBkRDOsQAgCpAoIKIEJEwIwpSQccZIWGE0pjB6VXLz7UdXzksp2PLCwetdIb9eWd2NEgCTEHBHLuI0PWHYISlU2nsTSgmlAKWUaJQSFSCUEkEhyykVASjSGl4okP10CtIkyWnBE4AFIedeUUIAM664PV4zXXqnMEI0SqGrlGmMUo0RVVUoVRnR5NAvwiklhBEiGIWgsulNUKlwMUgVixNAOGRJxg8wCSEWBUwCYqYfJ7J3bzLmmJsIzXexM9FC+zp9R7Mmw3Yi7GPuAAcAhRKqKVTRVaZqilSOVEbVKWV3zKUyuFRGdJXCrTLiUplQGLE0hdkulZqaIomRQolNZB8lCIEwbG7HDZsnTVskDJvHDZsnTBtxwxYJwxYJ0yZJ0xYJ00bK5DRl2YKLGW3QZ8NsRGi6amQAMDWFmhVBj1hVloVVZVnI9mgzlc1N329TXzOfPidA/s6kMDsBmlVFSvdmfZB8wXEwnlE9nGGZerxoM7xdepvFtPvpCwXTrfqnL1N7MuO3miqWCQQsI80DFnAFCzHKfHwUMTrQFqIACiDt4ktxxXwhBTkEuBfSwXDyqpNzhXwxpNthFMC7+57YeN2yvY8CLzX1uAFkQZKoycW0eTAUt8oShl0sAKYrdDTgUrq8OusDEMa0Ic2PNZZfc1Xt6T2t6R63SgBnARx7blvdJPmseWpvNoAHAKRyslzH7cjQnwcKSiNVRf4XH1lVaEEqbHmQJ5oem4uOw70TAS7QANlzcejNY33DkD1kqyhFgxBYZpp8jHPxjhDi5Yc3VOgAGgmQH3BRV8LgjYYlchVKWkZihkgYtkcInATB7u9//baJ5/d3LAOwYSJmvP9P+7oIgKUAXH63EntwVZG6ujLocZymLrzTOnzxVM/Eyso8z2cLA67K0qA7UhjQWxVGe1WMYZH6D74i9nqBl1xcTJGqs6H5Epbfd7Inz3/kYo7raEe2cqI7S48kJeEqykqYayuHwncsHoxsruuPLC4Ip/dpGMAxyNlmza+MHw+nRG49JBkNcyFaQnHL8GvKGpdCV7oYy1MYgUrIsA0xGEnZE+MpU0QNKzARN0vjhl2UNHlMCHHKrbHDMRM+AMstm2cnTVuNJy2PZfMgBAIujRUyRryUkMuE4Nz4pTZPsLLuAiEkwiiZoIRECUGcUhKlhEw2mEOSo1lPnOmhwbhxInQzyRhw5Wr1Ncmio9BAkaqOVHkYoQqllDFCnSo5HSBeAXgA4XVKGq8hSABUhyQp4kq5oi0E5GBgISxKYDNChaoAOqNMUwhzKQy6SrnGqKIyQlVGmUqJojhlXFTOXWKOBSIhBIIScEcATCdmAoA1OtjnzysqGSIgDiFy+klAkoQgToAEISRGgAQlJIl5lMwhw4nQTJjWdzRbMjwbWbrqghIBoKmU6QrTdIUqKqNMVYimMspcKhMOQaJujQm3xohbZcStMaIqlFMCnlYnKQEoJaK/+0J+QcXiUcsWimFzJE0uUpbNnVskTY6UZQvD4jBtYZk2t0ybW4bNTcPilmWnDSmvQdpEZDYiNOttYUA3H7+rmuT79bnIwWzLjZT3zYcUTS+nS5OjD3zsOefs6xKid371iyV3P/jZwWnPTS2tnk6IpsKeY9umEqKPZBt/k5AJBKxQCDH4ia7EAubEQowyH/OJ0YG2UAmAeyGTkjnfzlk4gCFIotW3qTY4a4/WtDLDCwCO7Hti48daDvBSUw/F1YOJYwDGuRCRy6Gku3c8VRZNWd6EyceFwFkA7bt2Npg38hlP72lN97ipAA49t62ua+rzNU/t9UKadailhb7DmkK/TrhYsSrXPHn32mUDkPu+C0D79vrC0af3tHohyWo5gPZ4ymo6dGaoDEAD5yKLEDRSSpbatjhr2/zvtt5ePgBp4LHEo9JijZG8hMkDkaSlJkz7V+Mx0zKlGUGTs33iv755IT+SML/aPRhTjraODHGBJID2zcvyOz+/rmwTpEJ5eTSaIv3jyQ0CaNAY9QW96lCOV9uXrbQfb9D/MMdH2pZyKOu4YLdxKJ6k5XGf6sn1vn8xqB/tyFJPdGepsZRKAaA0GLfWVI5G76juH99c1xdZlB9JHwvjmEK4uoyHO96J/b8VkH12AYuLsALCVEoXqYyWOQ54ScMWo3HLGo2ZtmlxYQAQsZSVuDSayBoKp9yRpDUG4GxhtrvH51KXCiGWJAyrIJowCzhHEaXwMEJSjNEUY8QCcM7meD0cN9pNm5cAyAm1Hi0M1q2LYnaXrhvB1MR/zqvnBDBVhQqPrhCXyqhLY2CUppMl3Zmj5BEQPiGu2IYLQIUc1KvgahVJobLXSWWECEox2R/kqECcSebFGQEUSriuUFtVpJqkMEJV6YQnLeJJ2rkRzp8gVM5XSiOdRBDHWCO97Qki1b8ECBJEqoBxAhIHECMEMQLEGCERSkiKEpIukZt1qOqtci660b6jaQswLREmgGTKqkOSFMpcKiUulcGtMuHWFLg0SnSFUV2hqipfoyiUMEDWaaZdOYR0oGSmLUcLWJyzlMVhWJybNue2EJZtC9PiwrK4sCybm6YtLJNzy7S4mbIkYXIMWq4h/ZGukz5/1epBzEyIpr7Wan5mC58HaZiNFOmYfx/b9BK/mQjDbKTiQ+k3ckrrpv623MgxMTkMHLOTpPQ5eyZCdNXyz9/5X4Ev/d4f9U19bK5RMAv4aLBAwBZwXSzEKPNxvRgdaAv5AXwJwHc31QZviHTMhi0vHHRDliCmCU8TpFX8x/aj8lJTj8/5/MWQJ6AOAGd+dnIoAake1UGewHoBnNm1s2HoRj/DcTO8qsftuW11V7kg1jy1VwOwhVGSv3VtSZ8NfKF3NL58SYH33U11+a+/9MJ/Cv3423973nk/Cqk+3QZ58jv65rG+BID1Qoh8w7B9ikLXKwotAvCL5ZXZLxfleO4FsFpjJNelUGiMhExbnOkeS+jRpE2Spp2CdI88uGtnQ7jmqb3ZfreyauWi4HZKoJzpGn9tPGYeBzDy339njQ/A5wCsT5p2Z+dwLHc8bpYQApbr086syu946w73N7wGd29mxFyvkGQtANWyKTl+Kcdz+EKuq6kzWzvZna3FDYUCQHlOzGyoCiXXVw9M3F3bM1aVF00fY2OQZCtNujq/G7rEANRCiHpKaK1CaBYj8AhAs2zBUpyHUhYfTNl8wBbCcN6jz7L5wJtnhzXTFvUA8iEHWJ9aVOAPE4LVsYRZnzCsWi5QzijRqVSyTisK7ba50CwuIpbNL0QSpgGpXKZdN/sBjAwdf8NfsOb+Acx8Fd1aXBQAZMKnT12EEDoX8AshvAB8Ij1bScBDCbyUEDej0CUhgk4IURklOgFURgmVJXsQlEA4hgqCUZL+m1BKbEaIQQlSjJIUJbBVRixKCOQwZAJKQRz1KH0riCREBAAXEBYcciSuJM5cXCFLcQBxARGHNNiIOzbiU+2lk86tOdVh8uPEh3Euutm+I1xtXDFjIkwA6CpTdYUSt8a4S2VEUylzqYzpKlU0hTFZJskUhRFVZVRlhKiQ8RNCCGoLTBIjm4vJ8lAhYNtcmLbsTbQsW963bG5Zk4SJJy1bxA2bxw2LJwybJ4S4LhGa/Lv5mS2TZa8OYUiXt04nCLMRCa3rQmt+1ZK6BObfAzVV2brRkroPxSV3Wt/RzSqKs5EjTHnsRrZvkhx+WNuZxkJOlxnIBAK2UN6W4ViIUeZjrhgdaAupAL4B4MdzzeCaDVteOKgAKIQsQyyB7PkC5NXtPsjerrGbWvEbxEtNPWknxZUAciCTxDMALv7s5BCH7GVqgDwxtgA4f70hyTPh6T2tKmSZ4DLIhPocgONTywwB4Kl/btHa+iNfYJSsv21RzrgBFLd0hQKhSOpNbosfvPsf7zEBGZ+nfnE+BKl2BQGciyXME4fPDa8WQqwwTa7ZNi/VNLbE7VKUgqD7SG1pwE0IKVMZoQGdjfl11utR6bFQ3Go50Rvdalh8nWHabQI43HFpvD0WNxcDWEoAz21LcgoWF/uYV1f+aXVJlgWpDFZAlpQuvjwWP/2T5l6jLOipXV9l2mtzfmrms/fLA0pvnZuOllJwYtmWcawrx3XwQqG/qTPXc6on25UwFAIAFblRo3HReGp99Uj87tqeUHlwPOY4xI1Akq0m57abLBbiJyf7/TYXWzkX9wKkypRWf4bJ+ZjJRVfK4h0CGIY8nvoBjD65uZo7c+GWOPH2AOgnBKcKs9z+ZMq63+ZYRygqKSE6ISTEKDnl0tjPU6Y9btp8lWWLcsOyk4bFE5CJXhRXXDfDz+xp8yYt+yuUkFXxidFCX3ZugkrzBw2EKOyKMx6lssqKO/bhHIBFAA4Ci4IYlJAkJTCcAcdJRkmKUZKUNuCwJZGCJfumYDv9RFRAUCEHCjNpEQHLIUZpgjTpqOgsU8nQTARp6t/GJ0WWbgbX6zuaOLW3NmvV1n7MTJRmGxZ8FQiBZMAqpZIYMUVXKNMUqmgKU1SFOP1JVGWUqAqjqsKIQgCFy5LMud5f2FyYnMOyOLe4gAFgcqaYECJhcRG3uIiZNk/EDTsWTVoxw+bpnp5riP9M7pEzGBXcqHo03xLXqfbhM5XSXUMWHvvsnZUv/eK9Mx+monKgLTRdUZyLEF1XUZzl/lzbOlcv0i3nyLeQ02UGMoGALRg8ZDgWYpT5mC1Gzon6ywDe+cvXzg0DWIPrn3wJZFlajnPfwpRSxH1PbIx9mOt+PTgqVw1keaMK6Ux45rHG8lEA2PFicxCS2BRCJtfNu3Y23PA6Pr2nNRcy0S+H3OZ2AOee21Y3uV93twwqACo4F7WH2kcau4ZiZblZrhaiK9b5S+OB3qFYyLL5T9u/tXXEeU8dwNpkNLzC5Qv0ATj85rG+EICVQojbTcP2ul3KSo9LyfK4VTUv2zVREHCF3CoNFfjUEb/Ooo5D4vGfnRyK6Sr7PIR42OLi8KW+8Ptj48liZ7sNAO2/tanCrMzzbgtoyoRPYxEiWdEggAHT5vVHO0MlHSMxX00hLb+76Nflv3jjwPKzPSx3ffVQ9OnPHO893p3nfu9CSbCpq8Df0pPtSpqMAEBVXiTZsCiUumPJWOrOJUOx0uxQlMIwCMEQrla4et61xzTDtivGkuZDhs3vs7gotzhnFhe9JhenDZsfEcBFOMrTk5urr0rUtrxw0AVJfOsAMCHERcOwB/xudaOusAcUhZYRaY4xTgg5TSn5FYCD0aRZIoR4mAvUci5iFucdQuCCc0z0/sm9i10AyoQQZQMRY+NY3LzdFkITQrzvVdmhWGgIuYVFUccljSuMcACUS4LEZKnfVerXfMqfZiNHMxKnmQZGZwrm2Xc0k3I0VSWYCRRy1pEib6VjICUEmkKZS2WKqlCqKVShdsrr8nhshVFNZVRRKNEURpjGGFEYURgjCq7z++YMuTYgLyAlCSGT5ZHOkuBCxLhAjAsRNyweHYmmoqG4mZxImEbzM1vmjJFTUjdTb9H1TBiut5+m4nqE4XrK0YeW+E0rIVSPHX4na+0dd3Nc/9hIOwXOpBRNJ0nTjSeuZ86Qfs1C39EMWMjpMgOZQMAWLM4zHAsxynzMFqMDbaGtAHr/8rVzpwF8FdJhbj4/vBEAYx+3a+FLTT0KpNK2CEAx5Ak6Cpmwt6UNMXa82KxBksk6yL6iI7t2zmmrew2e3tOqQJYuroBUV8YAnAbQs6kiG5CJQgDSyGMxgHzOhb3/3BDeOTec73KrXXVVweyR8QRv7Qx5bS4Otn9ra4tTYrgKwAZI9exS1/GD3qo1G6MTMaMsHDPqLIuLiZhZSSgmvB7V8uhKuCLX3VKa5bK8GjUJIT0Ajj3WWD6+48XmbErIQ5TgwXjC7GvvDp3nMgXsXV2Z3f31TVU+LkR93LI3EJCwV2WvMUrauibiIZuLRQzk0aFwat1YzBhZGrw4+lDpj5dWaK8V/s2uJeUvv19TYNiMEghQIoQtpBdhdf5EoqFqNHbHknFzQ82YWRiIpxQSTzBi9mCKwvWucXp0zMhbkbDs203OV5u2WMQhgjYXli1Ep8n5Ly2OXwEYnk60pmLLCweznH1WKYSwTZOHNEbzfW71TlVlVQoFBSETAM7ZQpyybXF0Im5wSrCCUbqBEBQCGOICbzKCY//67kUapLtkGYBsABiLG5624Xh9KGEGw0nrRNCj/KyxMqsMshwx1XbyaF7t6nWdmFtVmqosZcSQ8DRm6DuamuhejyxNTYIJJCFy5oYRBVdmiAlHuRPOfShMOt1JZzuiqApTVEqIplKiKQwqo0RTCFMYVRiRxhvOewMAnJ40S6HEUhi1FXnfVhg1KEGSEhJXKElQSuIXThzKXt5w50VNoVG3xqJ+XYn7XEpcV9hkQj6X8jKFLEyfXTSfZabyw5lwo6VmVyleHzI5mklRnKvEcupxclN9R++++cv8u+57uBPXkqH0ds4rVgv46LCQ02UGMoGAZcQA2QXMjoUYZT5mitGBtlADgKxNtcG3trxwcBuAjn1PbDz3yazhtXDKCYNwLNAhZ2rZAC5DGlX0TVUEHMv4GlxR8U4AaNu1s2FeJ/HdLYP0YiheFjPsNVygRqFE92tsrMCrjblVNlO/QgqSiE7YXHQ894vzOZYtthbmutXyQn/Atnm8o3ciX1WYXVeZ3aIqVIcslwtAqi7HIcvqwr96+fvLtaX3FSaSVkwIsTbg03KL8zwJTWF0TWXgbIFPixFCBgA0P9ZYPrLjxWZiWnyladoPK4w0cFtMXB6M/Lq+NKvrC+vLVJfKygAoXIjkaMLIjRh2yuLiPQC5ACqEEFoqZS8fixrLBsejR/545V91LwkOf8NHOxYLOxz52fFF2X/xk/VVcUOdTISDnqT5V1840bexdoIHfTZhMA1KUp0KSR3ighw7k/y3vS3Jp0uEwEpL8KVcIMCFcNlcJLkQCQF06gp5X2H08GON5cNzxcJxCiwGsIpzUSm48OsK9bg0JaiprFRlhFFGJmyOXtPmnZbNBxIpK2xxkQsgS2GkTGHUrSv08uqSwKm15VmCElIGmUACwCiAy+3DsdHm3vADlJCNAghBiB/ftzQnSQm5zYnvUQCXHmssFx/l79yH0Hc0qRDJ+0SZ8lhaOSIAuDSlI3DuO84Z4Aqj0JTJhWiMQlMZ0SUrUhgj0sGdEqYrFCqjRKHEVhm1GSXpIbO2xqilMPm4LgfOJlRGEhqjcbfGYh5NiTNKphJWY4b7V80KmtJvNOd+eedXv1h094OfHca1ZGEuFWUq0v1G1zi04VrCcNVjaQvvDwtzbPN8zBmmlxHORZJm6q+ay60uvdzUPKeFfCHzcSvFyOnBTlvfq1PuT3+sbXqLQKYjEwiYTwgR/URXYgFzYiFGmY/pMTrQFqqCdCX88V++dm4dANe+Jza+80mtHwC81NSjAqiCJFz5zsMhOD05jzWWJ2b6vx0vNgcAbIIkF+0Aju/a2ZCc6bW7WwYJpIV5HYBiWwgSSpiFEymrzObQKcGoX1PO5nnUCwIIj8QNMRw3xUTSUoQkTmm7+nSfGyJxM2tkPLFSYZQFA64YpTh7+sJYcjySyg0G9J+vW16QB1kyFwHw/nPb6iaVuIZn9xUDuNeOjTOXP9ioqbQmP+g+mrK5ubLU37us2J8EsO+xxvL+mqf2koBfW+zzaI8QQhZrCjFLczyivjRwrCbfmza1GAFwoS+aHI4a9hYA9wDohiR6Q/GU1dPSOV7jdynbS7w9bU+t/P2owly/x0gibyhkxv7PgbrcXceqC0YiLsWtmdywGLE5Jbpii69u6J74s8+3n+aCHB401/WeS/4hGbXWFBGCIBciIASIxfmgwUWPEHzYpTFdpSRGCOkA0PJYY/msLpkAsOWFg1QIUcO52MwoWaYrLFtXmKUoNKWrjKgKGbcFkknDiqVMbhmWnTItnnCc9aJBr+YqzXJV5vu0QHGWayLfq/UxSkxI85HLAPq21xcmv/SPxxijZAujdBsBFCHErzYtyT7qUtl6SDXzHICTjzWWm8CVvqOxQz8M5mz4qon59Ze4ALgJgQtTCBGkSsRwhRSlCZLDieTQYCIHK1uEEEvewiKAqTAqNIUSXaHQVApdYcRRl4hLZUJ3ntNVRl3qpOudnJvEqKUxaqsKtV0KszSF2i5nuKzKaNo6ei5SdM39TbVBMYuKMqsJwwyvm00tmk6SrltSd+zwAWXtHZvGpz1ufhRKygxq2fXK6aa+FphbNUrfnxqXGzFnyNi+o4V8IfNxIzFyKjqmkp2ZyM/052Z7nnEuKBeCcQGVC6FwLhQhoHAhVOdWEbLXUhUCihBC4QKEC8GFgO0MvbcFhM2dvzmHLSD+nx//fuMtVVaZCQRsoRkww7EQo8zH1BgdaAsFAXwewPf+8rVzVQBW73ti466Pe52mEK5aSKXLhFS2OgCMXM8cYMeLzQqALZDzst7YtbNhRlVld8tgLiThqoRMgvvPj8Ts4bi5HpJIhZxluvujgCxvvGb21573uolh8rW6yuqz/Lq7ujwrpqvs6LvHekdsLu4rK/BeWre8IAsyET8F4Mxz2+omk8CGZ/flKow8nO3TimyL10TD4aXeQOD7nJLekqBryT11eXFNofu++cqZIQB1AZ+2IRjQl+cHXHZdka+fMFrq15X+xbnuN4VAZ8d4nApJXEshe/PqIEsBf/bk5urxhmf35bhVdm9NoXvjZxcfSHyu5C+ogPZZW2i+A+c89kvv1eQeaCvKtjnF+urh6NfuaB28d+W4eH5vfcE7rcWkvCjY/fnPfOlAktUISsCEgGFyPpEw7e4UFwOMYNDvUjwKJWWQSeN5AGdnmpE2FXf81/05qkIf1FV2n66yQoXRlKrQi7rKLukaszgXSsKwcuMp22vaNrFsMcK56M3zaROrSgNmoU8vi5p2vc2F7lZZZ75PO+BWWReAoe31hVepowojy1VGf4sSUgzgeL5fe3V1qW8x5PE3DODwY43lY8Ak6aoAsI4xsppS4rUiwwE1UDBMyJVBvABs52+LEGIRAosS2LrKbLfKLJfKuFtj8GgKXCqFR1OIR2PEpTLiVhn1aIy65d9UUyjXFWq7VUmOKJmRl6QVifmSJBOyTPdG1LW5SsymI/0dnUlFmY+S9KH24KR/5xxSeCOEaKZSwunbOVPf0XwJ0UdOCG8VLOQLHx4c9Sd9QWcu8nM9QpS+TwCg99zx4tJla/pn+kwhBIQAsx1yxIVgnAM2F4QLAZsL4iyUO/e5EMzmgl4hRMLiApwLYdtcWFwIbnNhyRnrV32vUvO93ffExt+471QmELB8IcSc5SoL+GSxEKPMRzpGB9pCOoCvA3j5L1875wLwWQDf+zh+vJz+rSpIcpAmXJ0A2h9rLA/N932cUsN6AI0A3t61s6Fj6vO7WwYDkEn1YsiTyiiA1qa+cChh8fsB3AdpPPEzSMUoDCB6vfKE+//7e+5Eyrqfc7FRU5knJ8vVmZPlOk8IuXDwRF8/JXikKNdTVr8kd0hVaBeAI89tq7vqKuLn/v79YsPkv6urtMAw7OTQRLKMc/FmquvwuSUb7t94W1mWZzyS6t17rD/m1ZWsZZXZq3MCek5hQO+ozvWcPzccz42krESBX2txqbQIsoeMwzFAgeyTsgH86ofvdCed/bDujiq78g9W/aRyhfd7+QT2kpFYMPDyoULtlSOLgpdGfXrAbfLPremNfPXOS7GqAksxuS85Yi0/2GP/UVfIXh6Nm3Y0YtoRw+YxSDWpM+hWUoySVZB9VDHI/rgLsxlFNDy7jwIo8rrVDW6dPaiprJJSYiqUtro09rpbV6K2zcvjhr0sYVglhmUrEAj5XUpfTb53cEWxHwGXikjS8vWMJ/KHY4Y9kbBORVL2Oy//7poZ1bUvvthcpCl0B2O0nhL0UkJ+tLkm26KENEImG8cgjz/hkK4yAGspJZWqSrPdOuvbflvpyKYleRi43JVbVlk9nyuoHFcSgySuJBPT71tTXp9Wkeay855KHqaThMlZWzM8Pr2kbL5Kyk2VmF0P0xz6bmTWUfp16e26hhT29XT5S8qrIri6z+qGzBk+7FLCBVyN36R84QbK3+arBt0MLGeZHBrOhbAtW8CyObFsQSybE3PKfYsLZtmCWpwz2xbU4kLhXDDh/K4kRnr97rzSuSoWpn+f5nNrftw947c6MoGAFQshZmTiC8gMLMTow8OUspbU9ZIfxz4+G7JsKttZPDO99sL508ElS1eGIMvvfvqXr50LA/gagB/ue2LjjKV9HxTO4OMqyJlWQUwZMpxWGm4UO15sLgHwAIBWAO/v2tkgdrcMeiHJVi2k4hR2nu84cGk8CDnEtx7SvbAJwI+e21Y3pzIDAI+/cjrbtvnikfHEhomoUSeE4C5NOVKY63nLpSsDOT6VdPVHykfGk/dRgsaqEv/RnIDrDQCXn9tWNxm7p/e0+mIJ8/a+0fg2yxYiGjcOD4eSG5hC+wjBq1l+7bcL3diU7feeP9MdblqzJKfQ41LrFEaSAZfya00jHcNRa3PK4muy3coZr846IIlr95Obq2PP7++gkIYeiwG8/sN3uicgXR8XfWPVUfdv1e27L48dXkJguZq6y3J/cLDU8/qpQnfSZGRFadj80u2dYzsaL0ddGlVSIuscg/2/j5hvKGHTe0d/NHk+afPDAC7medUEpMK2GlJlGwNwEkDvTGplw7P73Aoji31udZ2uKbepCl1ECDgI6VIo2RPwaEdSlr3KMO27UhavE0J4VErsoEcbriv0XqrN9/U7JYT9/eFk6O0LY0VJi5dAkuajsymeO15sDiiM3K8yejejxCCE7G2s8J8KuJQGyOP/AqSBScIhXaWQM9xyVZXqmsawpNAf/er6CuT7dQGp5k28/tNXCh76wqNjuD5JuJ5alH5+vgrKNcrSR0USrjPb6Xq9SDfSd5QuJ7weIZreizQnKVw4F2U+PswYOeVvN0p4ZiNK8x3aPBXpY9mcslxDiKb9bQEw4ymLR5MWjSZNEk/ZLGnaVIjJ79T026n35zM/bfqFl9lup9+39j2xUSx8jzIDmUDAPnK5enfLoBtAcnt94QI7vwkslBR8cDjEax3kcOAJXDELmAsWpMPfhHM7DqlEXIM/+vLWmv/18t52AOZfvnbOgpz7tWffExtHPui6T8VLTT0ByG1YBHmi6AJw7mYJVxo7Xmz2AXiIEZjblhecy/VqpbjighiDLFtsP3BpPAlJtFZDEtK0Zf55AO/MRrwef+W0Aql+LBJCFI9HUrlDY/GCWMKKqowcX1OXdyng1bK5EIVDY4mK4fFkmWHaXgAjPrf6fl1l9hvPbaubLGF8ek+rH8BtpsVrugYiVaGoMTYylniDC/EVxmixZfFmXWPuRcW+DcuK/ReM/tYRd9nyopTNs3SVXvC7lUuMEhI3bM9I1CwXAoc8Gt37Xz+79KrfqOf3dywGsBnAkX0tg1FKyNYcr1nwlbqfFi7POro5S7mYa5pm6mfHKrJePlTmOdMb0HTFFg/V9048duf5gduqEsyGWyR57msaGfv73eHmpW6Fbg8b1vsjCeNHeV51ApLYrYJU2y4DOJW2+E+j4dl9BEC+R1dWul1Kg0tjJZSSICGE2UL02Vw0xVPWAbfG8lRGt2gKbVAoKVIpYV6NjZRku1tr8r1nvRrrcD5j6DtHLqtOHOucGDcDuLRrZ8M1v9M7Xmx2UYL1msLuY5RkM0qaAi62t6EiUA7pYhkG8P5jjeUDDukqgSRdQUpJ2O1WPAG36n5wRRHfVJMHSkg6MXFB2pEP/ern/1z04Oe+1I7Zy+k+8vKyaZbeN2rOMN/Bt/OZdzRjeeEn3Xe0cC76+HAD5W9XEZ72Q29U12y4f2CG18x39thU2LiW8FyX/MzyGJ964cwxApqpVPV6JGm+25K2zp+LEH0ipXYL36PMQCYQMJcQYsaG+g8Lu1sGF0Oe6F9dIGE3jo8jRr+pcK44N0AqNE0ATn8USczUGG154eAjAE7te2LjB3Y5clSuRZBJbgAy0T0LoPOxxvIPdJV+d8sgCSfN3BO9kR0Alq0s9p3P8WgTkOV2nZCmCtyxi6+G3IduAD2Q6sxtkAYM+6cTr8dfOZ1WzaohiYVIpSwxHk5WEoIcv0dL5WTpnW5dScQSpt3ZF/EMhRKBeNKKmhZvB3Cm/VtbryKVT+9pDTifWWXZPNbSGdJHxpO+RMIcBvCwotAKzsWvAbzRuDRve0WOe7VfV5NjCdNnW+ZowOc+4tVZJ4DO3vHUaDhpb4FMDH797UdXJgDAUbtyId0Ut3EhMDyRioXjZnmZ90Ly0ar/oRa5uraoJOHpHOSJf3xvedHPj5dnhxMqrciNmV9a3zHy9Q0XRn0ezZMSWf22cP3j++Gdr3UZv3VXoUe/m1Fy3BbiH794W5H1UlNPWm28COD4Y43lk+S+4dl9GqWk0u9W17s0VqepLIcxEgdIyrDtaMKwh20uLqmMpHK8WqNHZWtURkspJWAU4zqj57y6crgy6H5v58aKyfLTHS82M0jDknrIq7gnAbTO5GTp9AAuUxm9T1VolUJJF6Pkl3dVZ8UpJeudY+EUZC+aXfPU3jTpygHQ6/GohqrS6mVFAe8X1pS4C/wuL+RFjGHn+Dq/qTY4nv686/3OzWBGcSPmDNez9E7jKktvzM+tLl1a9xvXIzEdn6Zz0RzlbzfT+8NwYwQofWzOS+2Zer/33HFWumxNdNrz1tQe2fnCGcQ+GzGaiywpM73fDPhUltp9mr5HmYxMIGAfCxPf3TLYACBne33hrz/qz/pNw8LVkhuHk6ythkwIjwE4+UGJ15YXDqqQhhTXnEjbf/LfF9d88U8uQqpTkX1PbHx/+mscMlUx0/9PA4Ec7lvt/N0JOfh4AgB2twy6nPXId259uLo0Y7YlbRhQDiD/4ki8tCsUL852qa83lGft315fmHCSjrQ1fRWkQmE763AaMrneDNnj9c5z2+pSAPD4K6d1SMJVB8CnKSSgK1TlQsTHJlLF8aSZZ9mi3+dR3y0Ius/sPXTJa9liubP+cUhSeaH9W1uv6hN7ek9rNiTpqgAQ7h2OXjjRPtYIYJ1p2p2EkHxVpeWKQn/y+L3V7eNx8/HhqPEZXaUhwxanCCW/KMrS3/mLB5flW6bR6ihxdwMo9mr07YocV66zrR5nvxMAFSnTJkcvjF0eGA2zP234W/GFJXtWc3geSNke796T2eSHhxbnvt+R72OU4+66odg3NrYObF42atjwaAleeIgi+T9fGvhFDERdW+pzVwZd6oBLYa9sqg2GX2rq8QJ4CDKh+PXfvnbBABDUVbbM61bWuTSlVGFUUxQyTAm5GEtZRixl+dwqzQl6VLdHVfyaSktUSnyqQknS4hNxw+6KpuwTJhfHAFyeqmI5PX1VkN8FN6RaeWrXzoZr1ErntdWMkrs0hS5XGI0ySvbX5LtPl2TpqyCNVi4DOPJYY3mk5qm9RZAXOHIA9Gsau+ByKStKs93L7l9WULyqLNvNKOmDtJs/A6A3/T080BZiuFJCGzh9/GjxyjXr5irLudH5TpPkaVNt8JayR85UfJznoinlbzdDeKb3/lyv/G2mHr/Zyt/mo/ZMv29PVX8+TGx54WC6308DoF/82f9cuvjz/6YXcxMkHfMjhDdTapcCYN/qJOmjxEJOlxnIBAK2SAjR+XF81u6WwXsAJLbXF16TnC5gdnycMcp0OMTqNszSi+UgPeD3FIDmmyVeW144yCATzlpIomBBEo9rriSOnjtclLvsjgEAE/ue2Hhi+vMvNfVoAL4MaVmeus5HE4WQuE9VopSQXEiiFZjyfAqyT2fYWWK4knBMXdQZHhNHL42nTg9EGwF0lOW4m1waq4AkIXnpzYEsbex+bltdAgCe3tNaBmm5Pgxg/1jUtHAlec4GkNJVGnOrNFsA6qWBiH2uc1xJmXYMkgD3Oa+tc9ajB1LluqZE8+k9rXmQ5YXlY+Gk6OqLjPSNxN2MkVrGaKEQ4tc+l2K4dOWx0lx34p5l+ROmLQpa+iK3mTYfSNn8vyZM8e5Uq3ym6ot+7/vNfpWR+/O86mi2R0mXp7RCKlBxALcNjifvPXZxLBlU2qP/7a6/zl6UdeleLtSqnomC4PffLXX95GhF9lDEreb7U/yRxkuhxzaeGygKQjdEdiQhcn98ObHq+29PPLMcQGGJzxUr8bmyKSH7NtUGLzoE/C5IMvn63752YTzLqz3i92h3K4zEVYVe0lR2JJIwx1WKjS6FNqiMFmoKTaiMhN2qYgiCVDhlWeMJyzRtPigE2iDJ1DUlqDtebC6ALLvNdeJ5bNfOhhmtj3e82FwMYL2u0NWqQhWF0RaN0Xc3LAoEIb9vJoAjAC5985UzBZCkKxdSAT1Wmu8tLQjon60t9Nc1VgZFrk/vAvBLAMc31QZNYPK7WwSpwJXgCrFv3VQbDC38zmUOZit/e+el/7v67sf+3QBmJj/XdX+bgtlMTaYiXf52Q70/s7yef1QE6HqYpdTuerfpUtcbLrUbPfNebu6KO7txHdL0m+hqd6tg4bcuM5AJBCwghAh/XJ+3u2XwcwAubK8vPPtxfeatjo87RpkKJ4H7PGTS1zfHSwXklfZrTjBbXjhYAkmqYlOWuHMrIA0D6iATRRuSMLXue2Lj6PT3morZYrS7ZVAzOV+dsvnv6oyeVSkdw5XkYy7EAQzhCtEKf5Dy3R0vNquEYLGu0LvcGsvN9mqXGSWAPBl3QybCo9OTFEeB+owQYjycsC/aXFQBKIBMbDq9OpvQVVojhAgOjydjx1tH9HjSopBq2Shksl0I2edzDkBb+7e2TvZyOf1CwZJ8zwqvS91gc1FumHZ8PGJ0R2Vp4ZhLZ97SfM+y6iL/iE9nvssj8e1ulbE1VdmHxuLWyMXRWKNp86BXV/76H768+qqLO8/v73CF4tbd4Ujst/w+T2/Qo7xLCDkDYPDJzdUCAP56b2v5QCj5eM9IFPcXf6/nX9Z/p9qlGPfYnLr2tS0u+N57VVlvnyvw2Zzi9sUh49HbLwxtv617nFC3J8ZLz3Cw/+/lwe9eNIW3AUCiyKufrQh4GiFJ5oFNtUH+UlNPLST5OvS3r11oDfr17T63+hmXrhzZUJl18PJ44v6YYd9lWDyHEBJXGTnnVtlRUyASNXixYfEyQ9rEX4ZUks7s2tlwjbmLM7OtEVLlHIQ005jx2N3xYnM2gEaFkZW6wnIVRnsYJYfuqPIPqozeDqmEngNw4puvnAlCKmgFAAY1hR77l/fX5FwYij5CCVYvLvCRZUWBFk2hvwBwaorKlQ1JvBdBJvR9kApc//QLIwu/c1dwnfK3mQjP9dSgqft6vspHemjyJLEZ6+3SckqrJqY/Psv9D1T+9nFiSqndTETowyq1u5EyOwM3WWq38D3KfCzEKDOQCQTsY5VCnUGtjwI4tL2+sPvj+txbGQty9VXkq2NTbfDUjf6/o2Y9CFlSdwJSQfM6S/o+g+x/agMweCMnv3SMnOO7FA7xMDl3Jyy7jBHy919eWzpwnbf50PC1753QNYWupwTrGSUVlBAwRoZURk9pCj0N6SQ4fS7XJP71T84GVIV8WQgsShj2RS6QAHAJQGvQq9iEkHUACqIJc6Lp7BAJRYws5/kuyG3Pg9yXLZAE0g2ZvBcCKGSU+PODruIcv7Y44NF0r0sZCriVCzl+fdyweHYoapQlTDuPALZPVwYL/dpwe1/0MxMJ01UUdO8dTdnjhIgqCqxmhPxTx0j8J/ue2Cie39+RNoBYYVi8YjRmLrO4uPjqX/7+oe5Th4+nt6/h2X2kOOiq87vV32Mi5PqjZc9cuqPw/QZCUDsW1dgP3l9Z/MqRypyuYZ/qd5nic2sHk1/fcL6/riRiGDzLjvHSX41bxf97z+h/L4M0Fzlf5NVPVQQ8d0MOkn5tU20w+lJTTy6ArQD6Lo/G33n7/NgDQZ/2aFnQPVBX4Ok5cTl870TCVLgQhxMmfzUn4B5klKyybL7MsHiRafOkzUUXpJrbvmtnwzWldDtebHZBltvWQs5Va8K0MsQpr3UDuI0SrNRVVqApNMoobSnwqyfqCjy1kBcfhgG8/81XzlBI0lUIYGjz0vwLX79zUf6Zvok72oeiy10qc9WXZLVW5HreAnBsU20weaAt5HLWI+2YOQ5JuLquVwaYSb9zH3P5G3AtQZpv+dt8SuE+tPK3TzJG00vtbuB2PoRzau/fjRg3ZFypXSZ9jxYwMxZilBnIBAKWK4SY8+r+h43dLYMMclbSa9vrC4c+zs++FfFJxCiT4JCvLwC4sKk22HKj/7/lhYNlkD03b9+sMcbulsEcyBI8N2YoQRzq6/EVlJRHIU/2fQDOjqWMAKR9+SvXG5j7QfD0nlZqWLwiZdq3C4E1QpYrGoTgnELJYY+unE/3as2Ex185TSFJyyIApbpKlyiUFFo2/2XKEocBjOf41ABkMl5u2TzUfH442TccL4JM+Fud/y8BMKQw0tRQk1thWHybrlCfqlK3Qonp0tiEW1cUl64EGSNQKBnwqqzdrdDYcDhVNBEzKgkhXp+uGIUBV19Rlj7SOxbPO9sbue3CcDTXJuSg16sNZrmVcLZbuWMsZiTG4+bzm5fmW5AqSw0AzeZisHssmZOyBAHw+rcfXRlKf4cant1XqFBye3GO+66GonPuf1H7F5F8V9+dALxNXXnuf3x3edHrLWXBhMnIspKw8eUN/ckda9sHPbqgMV7ckxS533t99K/eC1nVayAVgsNPbq7uOdAWWglgPYC3NtUGu5yS0wcAuG1b/PrkpfDnBPD1LLfaX5Klv/FW60jdaMzIFcD/WVwUuCyEuM2yRZ1h2zmWLcZtLtogSddsRIpB9hvWO+txApKgzWamsQJAvabQQpfKBKPkEqXk6MZFAYUS0gDZG3j8v/347Khpi7UAijwaG//axqqJDTV5eeGEGTjQPlIyEk0VVuR6wo2VwWN+l/oepEK7CFdKUZOQFzDaN9UGb2j8QjpGN+j+djPlb8C1KvT018xU/jZfwnPV35mu/twI5joX3WSpXdooZT64nqvdQqkdFvKFWwELMcoMZAIBKxVC9H7cn7u7ZTA9sPZH2+sLF6TYOfBJxSgT8EHIl3PF9EHIE/wv9z2xcVbFZzbsbhkshjSdSAHYt72+cHym102P0UtNPY2QvT4/nW1w7s3CSVCLhBArEoZ9h2mLYsvmw1zguGnx977/jdvmtL5//JXTWZBJc9p8ggPoc2s05VLpMkLIKci+LQ2y/6dGCBE51zU+0to9XgK5P9ud/60EEFpRmdW5qb4wO5owl10ejq/iXAxtqMltyXZrVsKyy5MWrxUCmsbosF9n3SnTJj1jiaLhSCqQNO24ymh7Za7nZChihH/e3FttcHG3rrMaTWXUrSv9WX79aK5PPV5X4LnzXH+0QQB768uzbEhVLQHgvGHxtosjyXpIS/d93350ZRcANDy7LxjtOfOQr3yFtrhACf7eqt2LN+d+O1fBeN0zu9aVvnmuLGhYlI5G3aqm2OKh+sH41+/qSzZUDoU5FCNsLzoctQv//ucj/12HNEbpAHDkyc3VyQNtoTwAn4Es4TzYEY4KAA2MkNs9ChvoHImvvjye3Ghzccq0+d+dH4ze66zf7kUF/iYBsSNh2BWWzQe4wFnM0s8FXDHIALAGUl06C6Bl186Ga45r57WLAaxhlOS5NaapjE4QQk6vKvF2ZrmVRsgy24uvHLjU2d4XWU4JShYX+MjnGsqMFaVZFEDqQPtwtKk7VFOc5apcVZZ9qbbQ96ZCaQhSKZvax3WVo+F88PSeVrezLUsAmCOXLgTzKpakHRtv1uxg+uszvvzt48QcpXbXc7hjABDr78j2FleHMLuq9LGV2i1gZnya84VbBQsxygxkAgH7xKTQ3S2DfgBfAvCD7fWFC5acs+DTKlc75OsRAG2baoOnb+R/t7xwsAJSgXhz3xMbu270s3e3DFZB9uyMAdi/vb5wxvlfaaRj9FJTDwFwP2Rium+mAbo3g6f3tLogk946AFrStFMj4VRx0uSHADTNpJJMxeOvnPY521MAuU1dALq+/ejKqGPvvhXS4v4tyMR9dcqwtY7e8HjrpXFVCHghSwotABVelyIaanIiSyuy3JQQJZowI0fPj5SWZLvzbq/NswgjbCxuxpM2T1pcnB6PGU0HTg8V4Yqd/gSAM6ZpdyWTVqnbpTysaWyjwmieotBhl66c8riUI4zRC42VgaF8n3bf+YHI18bjVmpxgfewrrJOAGef3Fw95GxfJYB7IUsem4+3DXshFbsqAGONYlfRv/1C713V7rcWu8iEu2M4oP2r726qPtsX9KYrvtYtGkv+z99tGQt6TWGIQF/Erth1eOL3f9qTur0eMgE9AqDzyc3VwhnS/QAkCX1tPGWYKdveJAQeYZQMXBiKRVv6Io2RpHUyYdr/ZNh8CySZPRJwq7/IC7i2JAz79pRldwiBXbt2NkzMFrsdLzYXQfZ15UCSv+O7djbMeDw6g7TXESDPrTGmqYxTQnq9Gm1aW+4vA7ASQOT9ttHWXx8fKM3xarV1xQHfPcsKYjVF/nEA3ReGohf+6eilFUUB14NVuV7eUBlsyvFqY5CEjQLoxyx9XNfD03taVWcdlkMm38cBXHxuW534tP7OTYWjIjHMTYg+qKvdjRIkY98TGy3g03suupWwEKPMx0KMMgOZQMA+0XkEu1sG8wFsA/D97fWFC1bBM+CTjtEngfmQL8cWPgAga4bbCQB7p6teu1sGc53no5BGF/Ht9YXceY5AllKthzRQeG97feFk6d5LTT3ZkInwNYlOZHxM9WfnmJD9Mmceayw/Pv01NwJH5SqGJCxFkKVd58eiRtdY1NgCmQjvner0NxMef+V0OYCNkITwvW8/unLS5tuZ77UFQC7n/FQ8ZTfEEmb14GjCuDQY7TUtPgFJ1Ny6SpfnZ7ly68oDRnWxfwxAImnxiYm4qcSjxheDHq28IOjqtkFODseNJi7Q29w2Eh+PGrW42k7/rEKJIAQPEEK2gqCCEhJnjJ506Wyvz6OduLsmaCuMrCQgDQCWTyTM/AuDMcYY+d7SYv8bT26uNqdsXzYkeQx19YcPhiKpFZCliDGNGsf+6fN/s5hS+4/z2Pk6lYSje09XBL77Xl3BoQuFWfKX90ooV5RGzH/845HXI3bx/94z8s0RAaUO8jg4/OTm6hgweVyuEkI0GJyfSFh2NhdikcH5Ci5Ex6/PjZwcjZpftjnvjRvWD2yBOyDJxiVC8Gp1YaDKsOyH4inb4kLs2rWzYcaS2B0vNmdBOhiWQprOHJ1DGQtCHpfFmkLh0RSFUhIHcOzORYH0zC5Px0C087Wm/qyCgN5Qmev1rq0KXl5c6L/AKDkP4NKf7WopKgu6v5Tv15fWl2aF6or8XZSQGG6gj2smOP1UdZB9agTSoOXcc9vqrnqvW+V37mMotUsPap6v5XeaJH0cA2RviRh9mrEQo8zHQowyA5lAwD5xJr67ZbACwJ0AXl4Y1HwtMiFGHycOtIUogB0Azm2qDZ6Z+tyWFw66Ie3ck5DlLmFIsjX1NpYuaXFIVQVk2Vc2pDPfGKRy4cOV+U+A7Bu5CODI1IsBjn343ZCE6G3IhOcq/P2f/+sl/+o//90FAKnHGstntPp+ek9rOSThmU8pZNox7iyAwQsDUUAqOvUAfrVrZ8OsLpCPv3KaQaotKyFVq4PffnRlfMp6EM7F6oRhPRyOGh7D5DnxpDXeNxJrCsfMU0VB16WgX1+bSFn36SorLsnzxErzPFEbiKVsMQoBK9el5CQT5upEylbdGnt5TVXwje31hSYANDy7rwRXyjZPlRT4IomE2WBa9gOmLRYLLhQBnKeU7G5cHDxVle8tVRhZQ4A6QpDFOezhSCraPZqID04k+w3p/Ldv3xMbjSnbqAG4n3ORdaF3ojeWMMuduJz80bbf7S30RT+f4v4/ctGJokgsFfvOOzUFPzm2JNg37tVzvAbfsa4/MR6Dtft4WSBlMaIwYeVmuV762u/+2S8h+/yaALSlnRIB4K3zoxUE+B2Tc5GyebcQYihqWQGTC+3ghdCl4YjxqGnx4bhhfY9Lm/ZKyOP0l4uLAoZl8y/EDSvHssUBAO9M79dKG2RAEsgJAM0Aeucw01gLYDGjxPTqChRGNQAXFue5zqVndg2MJcInLo7nEmB5jlcTK8qyzi8tDhxSGG3fVBtMNTy7T1la5H8gx6t9qSTb7V9ZEjib7dHOQLof3nAf19RjzNn+tZDfsTYAJ+fqRfwwf+c+aKnddSBw7WDm+fQk3fKldp+2c9GtiIUYZT4WYpQZyAQCVimE+MTdCHe3DC4DULO9vvDnn/S6ZBoyJUYfBw60hRRIl8wjm2qD7VOfc648fw3Aa3PZwu9uGVQhr7gvh0ysLgE4NVv/1lx4qamnHLLU7NBjjeXnZnvd9WL09J7WAgAPA/j+9Cv/14NTgrYV0n581nLDaWWGJ4bG4qfPdYx5IFXBAIBAWYFneWVx4HMQ4EnDPh5LmK+vXRxsC3jUyv7R+OpLw/HbDYsX+T1quCDHfV5R2GUBXKIElxqLAx6Vkfr2/siyU5fG1YsD0Vfee2bLJEFueHZfFYC7VIXGC3I84/GUuSGZtJeblu21uRjwu5Rj9VXZ3VX5ngKF0kpKkU9BTEoxNB4zLzZ3T6RGokYWpFp3AcC5fU9sjE3bRmJzcUcyZd3bPxobj8TNUUhF5XzTV+8ttwV71OCBrwoQ36kuzfzOgdrcX58tyzEsRm6rmDAf3XAp/Mjai8OU+bNGzBUj/+6l8pHjHSS/oKCk8/Of/8r/q+v6e09urk4PvCYAygiwWmdsCyHgKZu/zIVoGUsZSwDccaY30n9hKP6QYfKJaNL4AWF0NaR9OwPQVFXgO0cJeThu2HUp074IYPeunQ2RKbGlkER5JaTycQLSTGMm0jW1fM/y6kpSU2iAEBJWKDmSntkViZl5bZcjeZG4WeDWlEhFrufAmqrgOw+tzB8HpIr33oWRtRMJ818olCyuyPF0LC7w/Uhl9MiN9nFNx9N7WqeWS3YBOPbctroZL0ik4SjZud2//u6iygd+ZxjXJ03Th+VOR9pF8KZL7RYwMz5N56JbFQsxynwsxCgzkAkELEsIMWv/wceJ3S2D6wF4t9cX7vuk1yWTkEkx+ihxoC2kA/gKgDc31QZ7pj+/5YWDdwMITx90vLtl0AVpKFEDSTQsyCvuZ2+2t/Clph4dkjCZAF7/5itnLEjFzD/T6yPn9/v9SzdHAKTav7X1KnL49J7WLAC/BeAHz22rm/f67HixWYd0byQAXp9abvj8/g6SNGxv2+VwfTxlbbSBZZYlWNKwLiRT9pjNBbdsbvk8KinJ91YEPFoFU4hKCRnMciuv+3VmCqAsmjDLugbjS0YjKS8hpD8/6D6Ul+064dPYpTVF/iDkfi0XQqjHOkN8d3OfP5wwDwM42f6traLh2X0EQK2q0Pv9Xs2tayweiRqruW2X+lzK5coC36XqIm/KrbKgQglhlIwplHRYNm/d0zJEwgmrxtmvIUiCeWmmUqqGZ/eR4lzPFk1lvxWJmz1j4eSvALQ0ffVeG8BmIfDbpvBsjhhez+7mfPaDQ9U55/qCHpdqi4dXDya+tvHC2G0VYSMl8vRRu/FMQpR/c+/wv2gF8FlItev0k5ur+e6WQR+kjf4SAFRn1K0z5qGE/GRTbbD3paaefAAPdY8mxKme8NqEYSeiCfOfqEJX4Irr3oBLZftKc70bUqZ9e8KwElxg966dDZODNx1nwtshj9kWSPON2cw0aiCVMUVX6LBHV7IJIRqAU3dU+QddCtucSNq3dQ5E8/tDSXAuLvtdyl5dZUef/0r95Dwuw+LLzvRN7BgIJ2/TFTZakeP5xyUFvtdvdlB5Gs6suEZcKZdsem5b3ZwOX45CtRRSmSYABmMDnYq3aFEIGVBqt4CZ8Wk5F93KWIhR5mMhRpmBTCBgGSWF7m4ZvB/A+Pb6wqZPel0yBZkWo48CB9pCPkjla/em2uA1owkcK/n1+57YuMtJkpdA9hZ5IMu8OiEHfN/0j1rNU3tVAHkP3Fa0IcevrT90fuTCpeH4VAUmClnieM2XNtr2brmv9q4eSIIWBLC//Vtbexynt68BePl6SkAaTtK9FkB9YUA7vKTAyy0uikxbLOFcFCUMOz8USS2KpywNIINet9qS61OPZXnUuCVEnmGJBi7EMgB+QkiSEXRoCm2lBIZpi8qEYaudA1GtfyzhTRl2L6PkjX/74JILusKqIAmXD9IZsR9A1//1k9NkPGZuhnQ+PNT+ra383v9xkLgUsk1V2Rc1Rt1CCJEyLD+4UAqyXCfXVge7NZUylZIRQkg3gI4fHL6cMG2xwvkMDmkocW7fExtndEFteHZfNoBFbl1ZlZflWk8Izk1EjX9860/ujIqLJA/SHXOHJfSytqGC4Pffq/D+rLksayKh0YrcuPXlO3rCj67vmgh4oYylKsw4W7cnIlZ+8+3hrcOQfXGlOqO7K7PcxZCqUrYT43N+TY0yQu6HLMU72hGO6gAe7J9IlR3vDldHEqYZTRj/zFRW4xwPHFL1en1xUaDIsvlDsZSl21wcBvBeutzQmdm1CbKc9X0AbdPVLif+pZBljAFGSY/fpWqUkmIAPdU57tN1BZ4tkYR598WBaLB7KBYORc2W4Uhy72jU6Gj/1lZxoC3khiRutcORVGlL70TjRMJU3Sr7VVWe5+U/uLsyjg+Ap/e0eiAdDBdD9og1Pbetbq7h6GkFexHkse2C7Cs7lS4t/TT8zt3qWIhR5mMhRpmPhRhlBjKBgOUIIWZs7v4k4JT9fAFSvVg4QJF5MfqwcaAtFITs+frxptrgNQRqywsHXZAk5rt/cu/iNZCJ5UkAHdvrC28qkax5aq8XQLmz5AEgeQFd3VJfUJs07XOvNfe/adlitP1bW+c1v2tqjGqe2qsD2KwwUnxPQ0me36N9p9CnJkeixu+mTP4AIdf2kE1/O4WRqMpoxOZIWlyEE4Yd7ugLi4HRuNc0ea9h2m+1Pre17+k9rT7I8sRGSPUvDKnovPPctrohAHh6T2t+LGHePxRKVF0aiMZiCTN8+5Lcoc/cVmzoKiuAVCAikCS2c3t9YdTZjgCAz3h0lvjCnRXtPpdSMBozVg1NpO6IJq3KpGGHTctuicbMWDRhWo3Vwb6Ny/M5JSQEoPkf3+sZgEy4pzofngXQOV3FaHh2nwLZq1cFoIhRouZlu3MCXk11qaxTUehr/9BYH4NUgn4bwH2Greivnakr/uHBisDBtlwXIcDddcPxr995KXr30uGEIDod56s7xu113/8X/+btX7z31tsDz+/v8AH4QrauhAq8uguy36sD8vdm3Bkk/JCzWq93hKMpALcPR41NJ7rDJWNRwwjHjV2qxiohFZkJyF6nNxcXBRJCiG2xlFVkWLwDwC/TboU7Xmz2Q/bFZQE4sGtnw6XpQd/xYnMOpPFGIYA+v1uNqIwuAZBanu/tqSvw1IVixsbW/khuW1+k/+JA9NBEwjwEoPv//MHtzNl3SwFkcyHMY92h0o6R2DIhMOR3KT/8L19cfmb6Z94IHAfDekiymoIcVdBxvSG/W144WAx5fAYhj7Fj00tLgd/837nfBCzEKPOxEKPMx0KMMgOZQMDKhRDXlHt9knBI2FcAvLO9vvDyJ70+nzQyMUY3AqevaylmdgFTIJO6lzfVBq8hU85V8y+7VPrWH21adAeAse31hQdudB1qntqrAVi+pjr4UHGOq1xhNOlzKWPZXm006FPDhBBAuiK+9VhjeWTud7sW02P09J5Walr891q7QqQgS19ZlOPuGYiaqxmlzxFC5kMaY+Ph5MjJtpFqSMWAQpLO84/csyi9z3ZAqjb7AOx/blvdcPqfl//Zr3yl+d4HKMEWv0tR873aQE2RP1Ke6xlzaSwB6e7XCWAw7QIJAM/v76CRuFna3hf5okul1RUF3tNxi+tDE6nA0HhycShqBAzTPs25eIdwoeV4tTtXVmYlVlVln6eUHPtJc39fJGkth4w3cz7jzL4nNk4Sa6dsMV3eWAWphliE4HJVUYBl+bRSQgiH0w/1D431LshZW78NYMlgJOD+3qEVZT96v9TbG3KzbE/K/uK63sjX7+xNluXETVMEomN8Y9OgvfXFYX7vge31hZwQUv4Ph7qrVUoeCejKeYXSMwCOp8mm427YCEkWX99UG+x/qamnaiRmPHqmN1oxMJaIjceNPZrGigghacW1EcDxijzfWYWRB1IWr02krLgAXtu1s6EbAHa82JwLOcCbAXh7186Gq9TdHS82a5Cum9UAxtwa63RrymK3QkuqczzJZQVedSyWWna6dyLvfG94tL0/+n7SsI98bm1p5xcayoqd/Zyex9XRORLjp3sntkeSVgEh2D+RMH/ygz9ovOkh4DM4GLZAOhjac/3flhcOpp0ZSyCV1KZ9T2ycM+G41X/nPg1YiFHmYyFGmY+FGGUGMoGAZaQUurtlUIEc1Lx7e33hp3pieKbG6HpwygrTphAtkARnJnRuqg3OmCRueeHgxiyXQnZurFwCaQt/Yb6fX/PUXjckUanJ9qrq59aXFhVku951aey9D2s+VxpTY/T0nlaiUPwrn8Y0XaGdnQPR9y8Ox/9uZCxxfDyS+gVksjzn20GqQTmQZhTHHrlnEXG2pQ6y/NIA8Mpz2+ouONvqUxmprcj3rqvI96zP9buKc31aR3mOp8mjsW4A3QAub68vvGo/P7+/IwBJghYJIXy9o4nyy8OxIGH0oEUJjSesReGYsThl2DqAtwqz9L05bvUz8ZS1uSzP0756UfbPfn5isC+ctFZClqNZkCrX+fQIgIZn96nO9iyCVHcA2fPVoTDaXb84txCy3M4NWfJ36h8a63MBNCZNuv6vf9r4WHNXQV51QcwCZeqvWwrchsWwqnws/tWNfclta4YMl5JKJURlx6D94Lvd1u9/14L/4vb6QrG7ZTCXC3F7T2/vo4G8wtNZuvLtz68qCmEKDrSFSiAHdrcAONYRjgaGIsZjHcPx2y4Nx0dD0eSvNF3JJYQkIEnhRgDDmkLfLs/zrbVsfns0aVEuxFEAh3btbBDOPK67IYdE79+1s2F86mfueLHZ6zyfyyg5lu/X87Nc6p35HtW7OMdzOWaYnmPdocqOwSgfCCVPDYdT+//nYw2jHk1Z6uxHCumSeT6asiKneye+0DMW3xg37MGEaf/wB3/QeJWBzY3AcTCsgiT+bgCtkA6GcxK5LS8cTM9eq4aMb9O+JzbOWZY4Fbfq79ynCQsxynwsxCjzsRCjzEAmELCMnUfgmCt8DcAr6SvVn0ZkcoxmwoG2UBFknwsAvLupNtg/1+tnw5YXDhbneNTP/u4dFRzAq9vrC8ccUnU7pBvabKCQZYVJRknLk48sDWgKXQbg5481lo/fzLoAwPP7OxTIcrNr5oANdl/QCiuXGAD8kZT9O5SgxauxHz65uTr55ZeO/2uF0sj5CyP/XJXvbSAE9HqfVV3gG1lWkS1GE+ZKi4tKRmATQhgAf7ZLOV3g1fqThu1q6hhbw4Uo8+iK7nGrbk1jAy6V/irfox38rTXFVx0zz+/vSBO7xZBEiEKWLHa93tSX7B2N35ef66Fej4po3MyOJ0zGBbwulf789+6pipzqGt/WMxKvcqnsjZgQ+yIpux6yhDMG6UR4Yd8TG7mjcFVDlgu6II1MLkGqRkPNz2wRj79yOh9S+ckF0LVz0X/oviN3zzIAjUJgHYdSaQtd+7MfNZT8pKk8YNmUAACjtti+pi/8jU0DVn3ZhEFgjUzwNSe7rcfeG+b37dpeXzi0u2UwAEkEKpKWjaGYkdt+9uTP/8cffv6qmVsH2kIeyPJNC7Lc0B4IG1/vDSXv7xyKDY2EE2/puuJ3FMv3ANzhbM/ri4sCOVyIB2NJy23a/DLkTLb4jhebqyEJ2ghkqeFVpXY7XmzOJsA9eT4tvybPl7K4qKcE7iK/3gbOLx7uGFkzPJEqmYibF2xb/Po/fm4FURithXQAHIczjwuA6BtPrDndO/HIQDiZHTPstwYmkr9860/vuunfiWkOhp0Ajs/DwVCDNNJYCtmLeQyyxPSGT2y32u/cpxELMcp8LMQo87EQo8xAJhCwjGbiu1sG0w5y35t+9f7TgkyPETBZwrUUsodlGMCBTbXBmybNW144qBUF9P+wY3Vxp0tlr/zJd49zSMWgBMABSLOE2SAAhP7joyv8AD4HaR5x5GZVr+f3d7gA3MWFKE+aPCKk4cJV6Dp1tKRq1bo+wxaFhi2OP7et7jAAfPW7JzYJiG2/VV/0TUuInWMJs5CL6ytgXAhGCAl7VdqasoQ7atpLPCo9UerXzycM2/7p0curRiKp8kVF/u6CfG/Q5GIYwLvPbasbn2H9Nci41EAm1m0ABp7cXC0a/699QUWhf+h2sRIQMpxIWhGPRhNF2a5Fi/K9RnWh78Lp7vH8k53jgXDKet8X0DkhpACSDJwE0JNOthue3ZcDSY4LIPuqmpuf2TKpejo2+Y0AKqo8LYnfqfprUe5pq+GCrreFtsSGpo9G3drB9jzXoQs5+tGOXHfnsF+fui3LSiLWz//kvT6Aneuzv3Cuw/qXb6VE0VuQMbkNUh2MciGaL4TiSyBLNHf/6T2Lq9PfIWfO3J2QKs/rHeHocPdYctt4zPxa93BsrHcsvs/lUjRCSBSyvLPe2Xe/XlwUiAohtiZNuyBh2EkAeyFnrS139nEXgIO7djYYzmcRAMGuUHxNKG4+RAk8phBGJGXbhJBTfo28ebxz7LOJlL3WtPnwolzv0c/eVipURgOQhKYNch5X0nm/wtO9E9vOD0TWjERTvYPh5I9DcfNi8zNbburYnuJgWIIrDoZzlgpueeEgwxUHQwA4Bal4Xu+4nhO3wu/cpx0LMcp8LMQo87EQo8xAJhCwjK9F3d0yWAh5pfr72+sLP9BJ/lZEJsTIKdOqn+VpBpl0nwfQtKk2+IFm6Ty564wrmrL+04riwNHWnolXfnVqYB1kb8477d/aevF6//9SUw+BTIbrIFWvm3JGdAwbNnMh8scTtmlywSDLsa7ZvvZDbxTWbLh/EED4uW117QDwje+fLDFt/uyO+sL/ETf517smEi1xk/8z5jeIGZBJ/e2QROfYq293ArJUb1V1aaB31ZKcIsdh8L3nttVd857P7+/IgSwB9QM4CqD9yc3VYseLzdS2eV0kanzNtnmNW2NDuT4tWlXgGeVc5EeSllESdP94z9HesVDM/JzPp7k9HnWYENIP4MS+JzZO9jE1PLtPh3TDq4UccH2k+Zktk887A5NX5euXbtuY+7OSO3J/oWepoRUctI4LTZtIqPRQe67rYHuOdrQz131xMOAWINAVW6yqmDBMi+BMb5Zu2hS6YosHV4VO/Yvf/syPe+0dbwkoxyEt45fBGcIM4ELbWMwP4BEATU9urj4NXPkOHWgLLYEk8oc31QbP/sUvWzcmTftf9o0mzM6h6Fsul0IJIRMA3oIkJXcBOFKa6z3vUtk9ps2XRJMmEQLNkGYn6eHYZ8uyXE2/vaokAKmSVgDwj8SM3Isj0dLBuJmIGvagQ5Tf37Q4K3y6e/zRnuH43UuLAi131+b3qgqzIAly69R5XAfaQq5wwlx/7FLogY6RmHsonDowEE6+0fzMlmuMLOaDp/e0eiHJ6ofmYPhhIBN+5xYwNxZilPlYiFHmYyFGmYFMIGC3hBvL7pbBKsiSpR9try/8ZHfax4xPOkYH2kI1kPv+Ncw8+FQAmPig84QA4P870L34dH/4z7Pd6rdffqdrHMAGyLKmk+3f2ioA4KWmHgZJKrIg3fWynMUPWVanQPYSNd2M6uUQl3ssLvwTScu2OASAA89tq7vGuS6N6TH6vX9qcRmW9bdbFueeStq8siec+o6QyfWdmKGEcQaUQpK99199u1NAJvmNlUW+kTV1ecHZiJdTZrgEMl5RAO8+ubl6dMeLzRoBqn06uyORNB9Mpuxqt0o7S3LcRxcXeg+8fnLQ3xdKVgB4A0BSCPGHqsoKdJ29zRh9b98TGycNPtKzvyCJFwAcB9CWVmEef+U0qfE1rVziO/7Fal9LTbnnQqmHhUsEmBJLMXL4QlA51J6jH+nI87YNZHm4oNAYx8rysLmuetzYUDOabKgaT7pUQWxuxP/in1cYhy6WBXNyK04+9tuP/5nf6zNwZX7UaQDnttcXWs723+Y89+qTm6snzVR+/4//w6Lf+zf/fgOAQQD7914YWm7Z4o8GQgnPxYHIAaYyk1IyCql4uSF7wvoAvLO4KLCMC7ExmjCJxcWgs4/WeFS2cmmBb2jTopwUJSTL+aiQzcWln50Z0HomkutdGgvqCh0mhJwGcOwzS3OrxqKpr5/oHG/0qKz1wZXFv3Cp7CyAganfH0c5W3xxOHr/8UvjNZfG4pd7Q4k9thDtN6N2Pb2nVXOOoWWQytpxzN/BcB2kkjirg+GHgU/6d24B18dCjDIfCzHKfCzEKDOQCQTslpFCd7cMrgRQub2+cM8nvS4fJz7JGB1oC62GLL/atak2+JENQN3dMqiMxYzPv3Nh9N5j7aO7o3GzCMBFAO+1f2vr5Oe+1NRTBeAByLKvCWcJO7eRxxrLb3gdHdLihuxH2mjaQhtPWuACKQBvp+3c58LUGD3+ymmqEvHflhX6iqMWPzqetF6E7JP6BoB3MHf5ZBrjz22rs2qe2lsHYGNZgTfcsDTfTynpAHBoBuI1tcyw/dJo4kSPJFQ1lsWLVCJuh8CiWMI0Uqb9Lgj5f/b96aaJhmf3VQHYQghafD7NTiatR2xbZBOC73m9WtPUXp6GZ/cVQBK7HMjSuOPNz2xJpZ8/fOThcoD8np8NP/C9t1yrmjuC+tqqscSmusHokYt57iMdud6zfVkum1MwyrGiNJxqrA6lNiwZTd2xeDDs1S1bQFNMEehiSL41wu/sPG/+uZoSxUnIeBdD9kKdB3Bqakny8/s7dACfh3Tce/fJzdXpAcQqgPtamg/X1Tfc8Z29F4byhcC/HY8Z7lNdoXNUoVHG6CCk4sUhiRcF8KvFRQGvEGJrwrBVCKE1lmV3xAxrXcrmpdU53vbFuZ5WSsglAJc21QYndrzYTAiwRlXow5pCVZXRk4U+vXlrTV5WzLLvjhrmivfbRz1neyZOG5Z48Y1/v+maE/CBtlAwadobmrtD61p6J9RLY/H344a9v/mZLTPOSpsLjoPh1GHHpwCcn4eDYQ5kWWIxJAlt2vfExtBc//Nh4FY6F31asRCjzMdCjDIfCzHKDGQCAbulJnLvbhncAEDdXl/4zie9Lh8XPqkYHWgLbYS88v3ah6FuzYbdLYPlZy5P/M4vTvbXDYeS73AuDgE4N5V4AcBLTT2VkOYeP7xRovX8/g4GWXK1EjKJnwohhEikbKGFk7ZHSDL39kz9VLMhHaPdLYPkRF/4P1OCjUku/ipli/3PbasTT+9pfRhScTg/n/ereWrvIgB3l+R5jIZl+W6F0XZI4nVV+ePz+ztyAdxp2Tx4aSw52D+R0kzTLojGzSrTtEuyPUqxR2MinrLf6+iPvmxavLP9W1t5w7P7sgB8RlGo7nYrScOwy2Mx05tMWj9p/W8PnU6/f8Oz+9LOdosADEGWGE4SB6Ndr+hPLv4SF8pvB9TRSpWaxp+/sjyw+3hZwOKUSHGUgBKOuuKJ+LpFw5GNNWPm7UsmbL8rZVLC7ZQoHo2LinYh6Gvt1r+7NMHXrIcsaQ1DEgAO2Vt1Ynt94TXqy/P7O6oA3Adgz5ObqweASQVptbPub/7f33nJtWzTZ37ftLjraPvIxZQtJjSNEULIHgCjkKWGlQB+9Y11FXbneOLLRIjFps39eR6tfyJpivGkFXOr7BefXVZ4dur3YceLzYrK6AMKI1tVRkeX5HpPbKzIFgolWWHTLIqalutw22jP3mP9ms3FvvZvbb3KydMhiav6xhO3v3dhpKR1MNI/EjX2Azjb/MyWGzrOHQfDa0oF5+Fg6INUNBfhioPhTZnn3CxutXPRpxELMcp8LMQo87EQo8xAJhCwSiFE9ye6EjeI3S2DDwEY2l5fePyTXpePA59EjA60he4HYG2qDb59M/+/u2WQQjrtlY9EUoubO8ZWmBZn018nADoUTgUvh5Nx0+T/5eTf3Dc40/u91NRTDjlP6YePNZbPqw/QMc9YAVkuRyAVtdODUTMJeXW/zFl0uSoYAPD+c9vqrknyf3Ssz21ysc60xZrpzwHAUG93TkFp5VjM9roQJAAAouhJREFUtFd3jcWXxCz+1b/bseIyADy9p/U2ALmvvt0ZwZV+pTlRlOvWGpcVMFW5lng9v79D5UKsjibtDSNRI2dgPDkxFk7lxRJmfsqwWMCliqVlfqsiz3MqL6Dv+ld3Lprcpw3P7lMZI48oCl2rqqzTsnjv6Gi80LbFRcgeO+4MRV7p7Lv0wN3O5me2CHGREADL4lbW1rCV9xWVJispbOvcZS2191SJb9+54qzOYd9V897KgtHk7n+375LXTTUCbtvwXg6LtWMjfNP4sH3vuYQoi0IaYvidGB2CJFzD2+sLZ+2Xe35/B4VUrFQArz25udoCJvsVHwBw/o2O4TaLiydiE2MV7aPYPzSRYl6vSgkhLQCOBD3qarfCtjWUZw81lGfHzw1FawaiRu5YLDUcSpgDMcMOQ44NeHvXzobhqZ//le8e91JCHnMpdGOBTx+8vTy7NdejRSzOe/rjiSyTi/yLA9GLL7/TXSkELqf3b/r/D7SFvJbN72m+FFp1uGMM3aOx01zgvakEd754ek/rNcOOZzqOp+LDdDD8MHArnos+bViIUeZjIUaZj4UYZQYygYDdclKoM6h5B4CTNzIX6lbFxxkjRzn4HIDeTbXBpvTju1sG031XM64ipO17Ga7Ym/NQzBh7+b3uit5Qgrq82oCi0Jmu5jNVpdmEkB+m50ZNx0tNPWUA7oUkX7MafDgJeQlkGV4pJHk4A6Dtyc3V1tN7WksAbIFMqPshhxH3PretLgUAj79yWoEsr8sDkBdwKcvzvepat0rLbC7oWNwcH02Y/YKLa7YjOjqY7cstHE8Y3B0zrOd+8vsNXcBkYnzPT9/u7C7K86y6Y2WhCVmOOBcIpG37+1OJ13P7LpZOJMzPTiSs2kjSGukfTfQOh+J3mCZPUkJatq4pCi0vD2QTQroAHH6ssTwJAOv/89t5jNHNhGA9ISSLUvK+ZfFfj4zE10L2y70eCOhxXFFOdMjeqjPNz2yxxEWiAFhrcPcDCTtrhy1YmWkDzRfdxq9aCl3vtJZkD4VdCiUCq8pHI4xw0XI512/YjOiKLb54++jov97uPTkuNoSG+X3hpChpgzTMCALwQZYXHt1eX3gVwZkLjvL3echywzbgalv58yPRd7vH44+DkMrekdgvDx88elvekuWXFIWmHqwreDfHo65vHYpuzfVqvXdU5fzyYHdIdI0nbounrFTK4nmQx04/JPG66krlf/h565qYYf0xo7SkItt1bG1J1puMkrNdkWiYC2wGEIzEzSMv7G5bBNmbuLf9W1snSwgPtIX843HjoYMXR1cfuxQaHoka7wE40fzMlhsyGHp6T2t62HGxs67N83QwXIYrhjonIR0MP7Ly4vniVjwXfdqwEKPMx0KMMh8LMcoMZAIBuyXnETgKy1cBvLW9vnDewz5vRXxUMTrQFmIA8gEUOUsQMiFv3lQbPJt+3e6WwRIAn4FM8mYz4RgFcBnA4J989zgDsJkxUhsMui2XSxmHdIxLzLIqg7MlgC819aTVjB9MJ19T5nItcbaDQybzFwD0pfuAnPlGWyBLC/c9t61ucj2ceVQrAZRqCskL6EpptotVKZT6kqYdGYoabX0TyXYuEIcswQvNtA9iI72aN6/UABDetbOh2/lcN4Cv/uLd7g6PS8m+t7HUA+CH1zM+mIq/eb3NHUlaX0iYfGPK4tG4Ye/v6gtfisbNb1CA3VGb+9MNS/OCkMTxGICzf/eri7mM0XsIwTpCiA9AmBA0EUL2DwxExyDnWdUA+FUgoFuQvWN5cJST5me2xMRFogG4I2a4tz7784bfP9adm7O6csJcXT4c2XcmXz14oSgrklSZrthiffVQ+IEVPaFtq7oncvxgcSvb81c/v9N3sNVP8nOLT+78yr/6uaZq5yGHGFdCKi5xAM0ALt2IqY7Tr7cespz0p09uro5PsZWvDKfMNw/1hL4ogFW2zV/+9YmBXFWhrgI/LbtvedlwVdBD9l8cWTISM1onEuYP84MeF4CthmWTaNKqgnT0bIIcnpwApAvhRNJccX44+oX+cGodF2K8yK//w8bKnP2baoPWS009BZDOigTAO9985Uyus4/fbv/W1o70uh9oC2V3jsS+0NQ1Vt86GGkdiRp7m5/ZMquxy0xwHAzTJaEhSAfDOUsFHQfDalwh1+cAtHyYDoYfBm7Vc9GnCQsxynwsxCjzsRCjzEAmELBblonvbhlUAXwdwM+21xf+xjrK3EyMHCXLA+kSGIBUr9L3vZAkwoac2TXgLKGpvS2O0rgFMrn/+fXmsNU8tZcB2KiqdGMgoBtut9oG4MC+JzbesIEAALzU1FMEqWj84LHGchOYVLkegCRcFmSp2kUAI2nClcbTe1rzIXuDopDEK/b4K6cpgCVCiBU6I9V+neV6NValMlrICAmZNm8bjBj7L08kWwEM7NrZMK8fyekxcnpxvvHm0csT8aQV2b6papFp8x/0jyXc13svAZAcr7oewFYhwGwh9i/KcTcnUuai05fCjyuUZK+qzHqzIt97CUBf08WxsaauiRVTCReAJkrJ/gNP3jVS89ReDTJhrwWQSyk54/WqLkJINeTA4CPNz2wZFheJB8BGLuh9pvA8mLI9hX/z6vLgT46WuuUgZNnPFXCb/K7awciDy7tGHqrvCbt1qiR5kA6Za0eH+LbkmLj/PCfZxyFJ+THIY261s3mnAJzfXl94M2YpHgBfgCTYR5/cXC3StvI2F++/2TnSyIW4W2P0R3uaekNFAf2+igJfUdCjGbTnROt5fUl4KJoikIOUYwDut2yeG06YZZDH0y8AHPh3m6ptAFVciKW94WRd+0hs6UAk5Y2krCNxw/7+rp0NYwDwUlNPNaRL5wQk8VIhL1R0Y4p5zK/PjOS29E58vXUgsrhrNPbeSNR47UZMNRwHw3SpYALSwbBzHg6GJZAKWTbkd+TER+Vg+GHgVj4XfVqwEKPMx0KMMh8LMcoMZAIBKxVC9H6Un/FSU08tgPhjjeWXP+z33t0y6AHwFQAvz9Sg/5uA+cboQFvIB+CzkFfiBaTKEIFMyNO34U21wfisb+Jgd8tgDmQp4tHt9YVn5nptzVN7KSG4XdPYw16vFne7lXcIIUdmKymcD15q6ikE8DAk+TKASfL1JQDNT26ubp/p/xziUwipSKQAvPnctrooAPzVa20Bm4v/5VWZS6Fk3IYgKVvEAPw816u9+W/uqrzpL+P0GD29p3XbwVMDBYNjibZH7llUEktaJ0zL/qOAS8kn5Lo9YMSlstGybP2sS2XJ0Yjhfufs8MbxmKGrlPz91++pOviP7/X4bZtvsm3xWUgC8D6l5J0DT9416hCuakjC5QdgMkYmXC6FMkZznf3SDKCz6av3egHcLQTutaFvSdr+3N5xn/fXLfnKG6fz1KbOXO9U1/yK3Ejy7X+/+xyo2xPjxaTfuH10yL6zPUI+M0ao6zKAn0AqpYshCYMH0jHx5Pb6whRuEs/v76iFNMr42ZObq0cPtIWCAD4jhBh4q3Mkx+TiYbfK3vCDDJztj/y2W2dW2LDHAXyncyyeHx+6tMFTUPHq4qLAJSHEetPim2KGVSwEPABe/Zd3VLa4VVYHoDSastRTgxF/51g8K5y0dMOym7nAG7t2NkSdGXP1kIYV3QAOffOVMxzA/ZAXNva2f2trFAC+d+hyadtg5PH+8WRufzj5s4GJ5P7mZ7bMa0be03tapw47FpDEtXWeDobrIBXtXgDNH4eD4YeBj+NctIAPhoUYZT4WYpT5WIhRZiATCFiuEGL0o/yMl5p6FEiSdOCxxvKuD/v9d7cMZkP2hH1vrqb9TIaj5vkhE9ar5kS99fN/zr73c18an/YvbOriYqxOoWRl0rLfsYQIQZKvxJRbYz6lXo7qtQ4yef/p9vrCaM1Te6tUlf62qrIyzFyCyHSdDXg86quEkHMftIn/paaeUkiV64dTyBcB8NsATqR7foBJwlUKWYZY6jw8DODwc9vqwgDwo+N9vv6J1OMTSesRw+b/kJIDg3MgzS2uO9h5Ppj6PfrT3edvO9k++lBXf2T/I/csIhMxYwkBNi0t8l4MetTXMT8b+si33+yMTcSMPxACNZbFv1tQ4G2nlNwmhKgwTV5pWXzItvl3JyZSBmYnXDnO+w1AEqHepq/eGwCwGcB9tlA2pLgvp3M06H/9VIH+5uk89dSloFuAoCwnbma7Dd464NdMp59rx+2h0W98pvTUoNH47jD//7P35mFyVeeZ+HvOuWvt1fuqllrqbu0LklgEAmQ22TJeIDHeYsaGLJ7EQ8YOZCYZ/zIJzmQCcRLiSZxJIA5JvBAHjI0FAiyEEIhNQkISknrT0vtee9Vdz/n9caqlltRaAAmXPfU+z31udy13e++9dd77fd/73fRYxAjOg4yw9EA6F0YgTUZ6AXTduqz2Qvb1rCj2ZLsO8hx+7vL6OIOMaoZ39k85Wce/vTqoDS6qCB5+9uBo+7HJfDbheuNc4BBkyuh6ALt3/P6NA5/+x1fbfM4/7frc5AKJRTWhbRs7asIADC7EyCvHE96RRKHB9Xl1wfGo54u3AbzyxF2r7Ud39auQTbEXANgPYM+da5p5271blkFeL1u7H9x4HAD+9Kddiydzzpcyliumcs6/HpvM77+Q3l2zOBgeArD/Ah0Mp9MSJyFF1wfqYHgx8EH8FpXx/lDmqPRR5qj0UeaoNFAKAuySh0Kf2j9q+FwE0657m0LJ7rCqHr0Eq6mFHKj9ELOLhIsFAmky8W6nIKThQBiy59TpcCEH5nnIWqYTePm5nzRfc/PHTu+azgH4BCABVVkvhJjIe/7rkGmFWnEdAciBXABnWq+fDRRyMP3GV/9lTyOA601TCcbjZoJS8sTp2zaNi1XEX+zztR7AD2akHRIAvwJg39eua+28b3NnM6SRQE1xe4aK2zz0wKaOE9vx1P7R6oms8yujWXtVX9LK6xp7UVVoCMALD2zquKh1g9PX0Vd/cqj+0NHEf+0dSP/7R65pmcgW3HvDOssvrA8+r1Ga/taWnmM4fyNm4nn8Y0LgMsbIs7GYUSCEVAKYLBTcvOvyVgAvpNO2BekMyWcRXMMAuiEFVwxAB6RAu4ILutYRwUjnaHXsmbfrzBcOVGkHh6I6AMyrzjo3Lh23N60cKyxpSBQ8TukfPbmKvdxVpYVCsVev/tAXvnzF/DkTkGJ4JWQK6Bhk/VjXrctq37e1brG2bwWkC2MCwGuX18cniq+t6p3KYShj/WrEUCcXVoWefGrv0NTLPROtgYCaVRRKAbwOYB2AwbCpHtBVdp2bmbxdC1cOq4xMXDknPrW8PlIAcPSFI5P9g2l7kRCi2vY4L9ieJqTweeOJu1Z7j+7qD0Kej9XF5XbfuaZZtN27pRoy3bAHwKuRiI71C6qudjn/LICJguP/wz998bILivgXjVqmmx0fAbDnAhwM9eLx6IC8Z7wF4NjPy8HwYqCcllP6KHNU+ihzVPooc1QaKAUBFhFCvKcanQvFnzx1eGk8qC1qrjCzBc6vUSg5ZjB2uqC4GKiHTH16+RIsexoCctD/bqfpdMAMAOvdGA+cjaMdXYlWyBqtp9e3xy/aE++2e7fUQ7oOTtTVhRxFoTqAZy/14K6YqroawL9PW80XxddtAA597brWg/dt7rwCMr3qVQDj03UwRVOWEGQEJp61vXXHpgrzuydyb+saWxjUlRFKybMPbOp4V66Z923uVAA0WY6/YCplLc0W3Mhsn3MLOV01g3be8qqHxvOPLltYlQzq7MGGiP7inArjKZXR1d/8SWc7Y2QRzm5GUgSBqtKRQEDtJoQMAXg7nbY5ivVF6bTdC2lyopmm6lNKBIDhsJbp/snHPougWmh3RHC5EHQJJX47gaiyPVX9s58uqX6lqyYQMlzkbAU9o2EVADrq0s5Ny6acD68YtRfUpW0I7mX9mmNj7uI9RwvXbznubNw1LxYIQw72p4//VkgDnItWe/nN7Ucai8s3Id35Dn7tula+oyvRCOBzU3mn9vBkdrlCyfGmiPGnDzzdOQ7go4pCuWkqYULIXgAthEALm1pCoaRJU2mLRqkTJG7VwoaqVHPMPPjmYCo1lnNiABQhxETW8hTX51WQJiH7nrhrNX90V38l5AMdBcDLd65pHgKAYnrnzZAPNLZEIrq9oil6q66yDwc1djigKQ//yScWnvd+WmySvAIyxXAYwJsPbOo4Z6pg0cFwMWQKJEexnq4UHAwvBj6I36Iy3h/KHJU+yhyVPsoclQZKQYDNE0JciojUCbTdu6UW8ml5BQHIzZfVrU7n3YOvHp58GcBQ94MbMxdrXU/tH10BoP7WZbVbLtYyf944naOie+FGyEjKlvXt8QuqKzkdbfduIZCCZdoFsQYyepaklLzQ0BBeD6Cw7Z51O97vPpwPj+7qXwY5wH/8zjXNAjghvj4BoPtr17UeuG9z5xoAVevnxFwANR4XrOD6AdvlpuNzM+f4JOf4yNge+pPW0WhAHdBV9iWFke8wSl5+YFOHKO4zuh/ceMaFV0wBq/F9Pm8yba9IZuyGXMGLFmwvVbC9oWzefZsLjGCWKODUzu82V6z7XL/CSGFRW9XK+pj+Ww0x44f1Ye3HlOCz33q6p4WpdEEwqH0DF9AHDMD4tnvWpVbfv01FMeUul3P2+r642jRYQzxiiPbqTOHXFj9RE9NGloTZSENIGa9h8HQBQlwfomckQA8NhpVDQ2Fl28FqcyxtKNPBt6qQ5X9h/ZB1y/JxZ05VxqJwCjm/ujPPq59P+kueHCD/U4NMt4tBRlVVSJfMFwHsfzcPEM6Fb24/YkIaRbQyQkZboubRKlMPQrolrgJQnXVcvD2SrrA8cVRl5MEnXuufgjS/aAuFNJdSkgcAldFVhsZGFUaHw4aiVAbUVSohjQqjhfGhY6M81tgNIOX6fCBbcEMCmFPctz0Aup64a7UoNvu+GjIa/dKda5qTwIlrZUVxm56vrQyk51QE7ogH1LX1MXPn4vrI925bXXdeXu/b3BmAjM41QorMfTOjtqej6GA4v7heHcBBSAfDX8hU63Phg/gtKuP9ocxR6aPMUemjzFFpoBQE2AceCr3xgZfYzZfVf/7oaNb72d7RNE72l3IgnwYPARjufnDje7LpfGr/6HoA/NZlta9cnC2+OCjaZYcgewPFivMo5P6fNS3twJ4365euWjszwsUA7FzfHj9ytu/MhmLa1FJIsTW9vhROuiCOdT+40S0O+j4OoH/bPet2v5t1vBc8uqt/NeSA9KnTxNfHABz92nWt++7b3HmZEKK+Iag1jWTsmp7xfI+QaZspFM1FCJCKBVU/HtIMIbDJdvk8IcQf/+3tS7LF/Z8Pac5x4rzSFKrHwnqjaSh1lAC242fytjeWK3gHXI/3zGuOToWC2rRVfy3Okso52buvvnL+8mFKEJpfE7gsqCvPt8SNH7ke/8I/bz++zvZ8zTDUu3d87ZoLbSJtvto5cXXO8q6tCKrJ8ZS9wuMiWh/1Rj7V8ZPCZRVbW3SMr/yrZ+ZXvN5Tqc+tzjpLm5JW90hUPzwcMY6Oh3TXpwAAXfEFIYDlshPn2OLGtPPk77501Bfaa4ToW/a5f9M3xa+sg4w+OZAphT2Q5+uNADoBvP5e3AtnYkdXgvhcVAznrLUFz1+nEBKOGerxmK6OEUIE5LUQ84UYPzSe0QbT1gpCSEpl5G//v5vbBlbfv60ewC26zlK6rlSrjBqEYKmq0LcNlW1Z2RBtzTre3TnHr3F8PuAL8pyAePvV7z1UufDjX1YhOcxA1nEdLUa7CGS642rIVgqvTPdQA048QNoI4HA8qg/NrQp+qjFmzmurDT+3rDH69IU8ACm2QrgGxWv3gU0dZ80AKF5/0w6GUch6uj3b7ll3XvOcX2SU03JKH2WOSh9ljkofZY5KA6UgwH4u/QiKg55bAKTuXNP8KnAivacecvDRgJOD3Ryko9cQpEg474Dnqf2jHwEwcOuy2n2XYPNnxY6uhAqgEtLgoRKyt5KBk66EAnLwl4QUDtNTdn17/KwD2/fKUdu9WyiAuZApSxFIc4oDkFHHWddXTHP6VQBvb7tn3aF3u87TUeR5AaRJwGwiUylu13Onia9bAfR/7brWPfdt7lxZcPzV3OPxRbUh2j2V7yKE1BKC4BnLFChwAafg+IQL/PPDdyx12+7dUgPgJlWhE+3zK3RdoY26ypoZJWEAKc/nXXnb7/Z8bjFGY5D1PkpxiTmFkonGuGHWhLW4plAVs9QYWrmMagTDruuLOVnHH/rGxvZ/vf/Zzk+9fHji0xNpp+emFbX/Nx7S1h0byzUJce4aRQGQibRdk7fc5HjSriXC8n9z5fd671j44wZC6M2+UKJjKZP93vdXVO0+VmEKcfIQRE2Xt9dlnIUNaXtRY9Zf3JTjC2qz/l/8dH7g+682h2yPEYVxb+18/sJv3vm1f7NEE4e8vnoB9N66rDYPAE/tHw1Big4LwPPv1sGw+LChGSeFa7jg+cZE3llg+b6qELK/0tReiujqIGSEZ4UQgozlbfvgeHal5fJqAbxke/yJv/z4IrsYCbyFUhKLRvS5jJI6IQQlhLxwVWtlp0rpZxKWuy5juW7W9l/hQnzH9rgG+cAhZGcSE3o4/tYTd60eBU6cl3WQwqsZsmH37unUVwBou3eLDnmPUsIhdXB+TfjmjrpwZGVz7KnaiPHK+vb4OcV0MaK6GFLYTQB4edoYZjZseGhnJWQtWC3k/W7XtnvWJd/Ncf9FRrk3TumjzFHpo8xR6aPMUWmgFATYJVfiO7oSGqQQOQMD2fy1ALymUGDn2b7/7L7h4DuDqbpU3q13PF4tIBQAQmE0GdKV4eaKwPAn1zRNBXTlxHe4EMi67icoIXtDqnrsIu6ODimspkVWcMZ7HqQL2YlpfXv8PPU+58e74agoYhdCmlSokJGMA90PbjzFHKH4lP309EMV0oTj5W33rDv2fra56Hx5GeQAtAfAG9OOhudCUXzdDqDza9e17v/Kjw5ebbv+Jwq2/9JNHVWX7xvNOHmHJznHWx4XecxuuMIBHNy+a0AHcDMhIO2tFdmQqS6riei+obEDAPb3T+QnbY8HIDkMQp6jk3MrzURj3JgDaVoRA2BbHs9kbL+aixM1fadg8NCe+sZFq4YBOFMZ+0eW7X6uUPA+PZayd69fUj1SGdZ7f7DjeF3B8hbhQlIQhVfzoTmv069e/nC2Ljh5ucPNhqlcQN+yr8545u36wFvHYgYXp2rPBbVp65nfe3lEEMYICPFhTLgi3l8QLSMTdsfo7z/qrz42nG+riMV2fflzX/zjWCTSe7pr6FP7RxXI2qc6AFtuXVZ7wU5NxQcQCyE5VwAcdzkfPTyZqSx4fAFkWt/rl9fHRyBFz2ohRDDv+amuqUzjeNZbbLl8pODyH1oe73n4jqVi9f3bCCVYZujKrYGAWiEEooCYDBnq1OL6SDCgsoaM7ZmjGXs8WXAPQZ7vlZDncS+AA0/ctTpLCOn45zf7jkKmuS6EvI5HIB9IjE6Lf+BEuuFqAKuCATXd0RBZuKYljsvmxDdrCn3rXA9LAOC+zZ06ZC1bK6Shx+4HNnXM+tBow0M7DcjG0tMOhru23bNu5EKP+S8Tyk+FSx9ljkofZY5KH2WOSgOlIMDqhRCX1LL4L352ZP28ikBLTUiftcg847hLBKBGNHXvhS6TC4HxtB0aSRUqkzm3Iu94YQCEECKCOktWBPXJ+piRCBjKlSolbzFKkxdpd2ycKrLyM5sXXwpcCEdt926phHRrCwLYX1Fh9gcCqgmZ0jWd5hjByYgcIFP3ptMPRy9GXUnRNe4ayKf4uwEcnDm4PRe+uf0IQ7HP1ys9ieMRU7lLU+g8ldF/XlEf/spo1nnmeMKKAvjXh+9YetZltt275YSImNsU7Y9H9JWVYU0Lm+peANsf2NQx7a6oQB6biuJUBSm4PABHXZ/3TBX8+ZBRkkHI1LFZ3emmOdrw0M6wxsgX58T0W9MFrzMa1PZ0NEb+9elXd9+0qnrP//zc4id36cw553FmhCst0cF2X+jNCSsS2Xqg1nhmb63xak+F4XGKpoqcu3Fp/+R4xtS37G+K2R4jusLFR1YXjv7+7fwJWzQcGPevf2eCXzsMGXHNXkjq4FP7R5dCioEdty6rnbXP2unY0ZUwIaNM7ZD1VIeHs1ZXf6Yw7VQZghQ5By6vj0chIzw1tu+nhnIFbTBlL0nkPT3n+K/annjh4TuWZgHg5m+9Wuv74nZKyTKFERuEhCmFUhHQ2LKGyGh92DjWOZ5NHU0U2i3HDwmgH0AfZI1U1xN3rXYB4NFd/dUAlo4cP7KkrqV1DNKK//DMFMOZaLt3Sz0h+FXDUALLm2PqhxbV5Ntqws8D2H++6/y+zZ0zr8HXABw5W7PkDQ/trIG8TnRId8Wjv8gOhhcDH8RvURnvD2WOSh9ljkofZY5KA6UgwKqFEOOXch23PbJbg0wpSwDY9sRdq8/Y6Ud39V8B+eT6mQsdsM+Gtnu3MMgUskYA9abG4p9c23TN1gOjr4ymrF68z/qynwfOxlHxSf0CAJcrCkVFhWlrGjMha6NymNF8ecbf1qUY6D26q78Gsr6KYoZr3IXim9uPqEKIzwwkrKN9U1Z9yFDmxIOqratsfG7UaKgJaju3dE0uBvDv23cNhCHFUgQnxSWdsThRUxkYqK8JLo4FtVg8qPYSQp4NqrSSEvwWCIlQIMUoBhVKegghk5Dn5uTXrmtN3re5M86FuKZg+3MmM/bwWMrKCaBCV2lAY3TWSK6VHA8aseocEaKitdLcmMi7/35oMNP9+h9c//TX/+X3PnPjnBf/5pk3Te2N3qrAypak8xsfOpZV2Jk0eD7B/906L/Rqd4VOqRAjSYPZHiNVYcu7eUn/1O2rjyeXz/UMn5hm2q0/8l8eqZ9880iwxuf0OQB/NPjjf3nXhixP7R+tg3T26wXw6vnE2o6uRBTSvW8ugILr88P7xtOOL8QCSKMODzISdfjy+rgPGU2a63GeGy/Y7kTBaRpKObXJvDtqeWI7gINTWZsBWOC4/nrf51cRQqopJTlCkFUoidcE9cLV8yreaIqZr/zb3sFa2+N32K6vc4GdAH4MoK9ooqFCXhOLIevZxgG885vXLrStfO6s97n2+7YYlJK7VYW2XT6/cuSjKxoSVSH9JQCHziW8immG8yEjXhnINMNZnSGLUecOSBGaALBj2z3r3rdt/y8LPojfojLeH8oclT7KHJU+yhyVBkpBgH1godDbHtm9GPIJ+0+euGv1GYOUR3f1XwaZmvST9yPCTsdT+0eDjsc/9/fP97x4bDxXCVlnNj2QzkGKskFcYH3ZpcS0S99M9Pzlre0LvvpU14yXFABrKCXLAwFVjUT0HKVkDMCb2+5ZN3YptuvRXf1rIAePs9W9MMi6th13rml+19aqd/9gX01NWLtvKGn3py3vrbnVgbDC6DUA9iyqCuyrCmjLfnxw3BkczQ73DiQXV8bNgKEreVWlrqYyV1UoJ4SoOBnZUyOm0lAZ1ocYJVsiOosB+I1U3okNTBUKlJC8ABQChEBIQAjh+1ykPS5GNYW2UUIohBgP6swyFOp7Ltdtx4t4vlApJR5mqeEqpCZiZrQqWRHWYpbLv/1az9ScX13b+L25+LP/s6r6tS9++9kG8fgbDebpaYPnhsCCmlT+//vYW4NXdWTBSTiS542TFq94MsoO/Z9o+9H39QTtqf2jAcg6Lx/Ac7cuqz1ruuyOrkQ1pJNpPRciPZgpTAzn7CDkww4Psh9Y1+X18QRk9LMdwBwuhDtlOfmU40RHM27lUMomOYcfEUK8ksg5CiVYQwhZ5fp8mev6NUIgF9DY8bipwlSpZqpKvjasv9Y9meueKrhrFErXOz73fC4eA/DsE3et9h/d1V8BGaVsKW5LN2SU60S08mz3uVV//ILpOP4XCHD51e3V3Z9a2zyiKfQVAD3nEV4qpLBcCClcXz9bw+QND+3UIO97bZBmJm/+MroYvl+U03JKH2WOSh9ljkofZY5KA6UgwEJCiOylXEexzkEFYEcDmkop+QSKdUGnR8NmsyO/GHhq/2gFpLPfv82se2m7d0sIUpA1QtZBTReSTUEKsyEAk7PZlp+OoniaboAcLM6n/zZmTBSnmkdQxkiIMRqhlAROew/cLahUNU9sMyEgpqlmTVPpJYS8BeD4pUxfenRXfx2A6+5c0/zYu/nebY/sjkMOxOcZKg0xQs5QH5RCaYgZi/KO/7CuKQpk/VcewLfXz4nlAHz+h3uGD/YOpm/iQmRrqgLZsKl2BnTGVIUaCiUGo8RklIiii9403oybLORzfNFyvcqRpE0jupJZ2RR5M6QpaY8L7nIhXM7h+oI43F/ieHyR4/qTmbzHcpanuL7ICyHSps76aqLG0aqIPs4ocTBL3dmxQ/sDcxctyw8lCs6LB8Zv//Vr9MEK60//oDW8b96+Y2r6dx5dU+NzemL/ayN55z9d03lGrc8/v9xRN5oOaNP/L2lMO9/73YG+pL9gpy/YX3Us/u7ed8PBbCj2TLsGUrA8e+uy2llF+46uRATAGiFEc9J2/aGs5eRcX4MUbH0AuhpDxkRj2KyCvGabhRCK5XMv47hW1vNM2+Va72SBTeU83+fiWN7xQgDWCiGqPE+YeduthACpDmmDrVXBZM7xgqmCl8t7vCfn+lOEkAAlRDNUNs/lPOB5/MWaiLb1ynmxJsgoVxgymvQOgONnu2fMvM+tvn9bpRBimefxK8Cx4Ir5FX2fvbLlqMLoK+vb4+e0Br5vc2cEMs2wAsAuAIfPkWYYL342AuANAN3/r6cZngsfxG9RGe8PZY5KH2WOSh9ljkoDpSDA5gshei/lOtY98NIaVWUtVI4/NQBQGJlPCal3Pf6mkHVVJzCvKlDTGDeadvZMvcAFLMj3p6fT/7cBOBfSjPSp/aONAK4H8P1zpVkVhVQcJ90YKyFF0XRD5TNEUhECssluHjKylp+eNI254bAW1HUlQimpwkmjAEAOaKcg06WmcJrJQ+9P/q5l/sf+8/HT1jPyQTRgLaZ0fQHAv57PROO2R3bHUBRckII70VodEDVhrdEXggoxq/kEyTp+weNgkIPp/Q9s6ngZAH60d/gzj750TE25fGMwqL6mqeyVpY3hprCu3KQxkmWUFBgheUaRJ4R4QgghBJgvhOn4/BZwRIdTVtrnYnRpffiJmKn1/vP2o9UjiUJz2FSNaEA159eH2iMBtbZge5O2w6diAS1VE9WnqiNGmskGx0jlXX0oWYhO5ZxozvaDs+wDslOjsVBFbTJdcCtvmrere3no/34lpo4a//hCq/ad7XPDIcPxbFdhjs+Irvji01cNJ/77x4+cEQX+Xz9urXzs1fqY7TGiMuHPbzSe/N0vfeLTt67a9L4js0/tHyWQdVlXQqYanuFyWTTSWAFgUdp21f5MATnX9wAch4zejF5eH48DaBdCzHc5r7R9znKe5+Q9PwXA83wxemSywMYybovn8wWOzwM+F6rggtueP8F9XkkF5sRNLb+gOnjoeKoQHMs4hsP5hKayfkpIAsCRkKH4BOR6x/NbNUY6L58bPRIylDrI878Xsr7wvD0EV9+/jQxve/Sa+g13RgHEQyqriOpKx5Km6OSNS+r2agp9Y317/JyN4e/b3NkC2XvMgUwznFW0FtMM5xWPcQEyzXDifNtYxgfzW1TG+0OZo9JHmaPSR5mj0kApCLA2IcQFFdy/V6y+f1sFgNsA/HD31zecqHkoRkg+DmDXE3etPjD9+oaHdrKPraztMBR29TMHxp7OWJ4CWax+rulCcrvsxXXhqpYKs2HLobGtQpwh5E6Ztt2z7pRBb9HW3QRQaGqKCEgxGT5tChXnyoyvEsi6rAkAY8X51OnLPxs+CI7Ohkd39f9K2vJ2beucmg8ZITwbKGQaYte8anO8IqB9FMBah4sJy+WdQqaonS3t6jikMD76wKaOPW33blE+dWXznX2JwoosR13AYP/6sSW1qeGsfQcg5jmcqz7HxDThhBBCivwTSjiE8HvHckd6x3NHPV88s+2edSMzeoDtu+dj7QfDpnotZKrcqwB67lzTLFbfvy0KGQmtLe4rK64iFzAUqyJiaCFTnbUP2ET32/XVbUuHf2XO335oVWzbp9JZ1/6DH15W/daxmPqR5QPJ+3/lcOah5xeHntrTkCBqxdYvf/G3vh0MBs9I58zlcuzb3/n7LydTycs458/iPdZ1TeOp/aMznQlVFCPPMx9A7OhKEMj0uFWW5wf6MwUkLFdA9uR78/L6uM2FWO5yfpnPRY3DuWb5/ljB80eF7JvV9+bxtJ1z/I1C4FouRDXnIu/6fMD1eJ/OCAlrSqPt+nO5LwRj5HjK9ZF3/CAlZEpV6MsKo/sBDFWEdMX1+PUKxcdDOgtWh7XB6pB6zFDZKGSU6+ida5rP++ChaFu/EMAiQqDXFPoqrl13lds9nFmmq+zY+o7q7zZVBAbPk2ZIIdMul0NG/F59YFPHrGmaGx7aOdP18xiA17bds+4Xps60FPDzvM+VcWEoc1T6KHNU+ihzVBo4pwC74YYbVAD/BFnsrgP4xtatW39yUTdA1sBc8gafq+/fFgJwB4Cndn99w4mnx7c9sptAOtZVQ9aGnYiGPbqrv6X43vfvXNP8vmomik+mNQD6r65qWEsJah57a+gNnCrijNP+Z7MsaqbQsyEL70+fshezxuOD4uh0PPz68bXHp6wr3xnKpgjBjvm1obMVjVIAjYxipanQyyghmsfF1oLLX/jzTR3nDLPft7lTQdH58EcvHp0iBOuuXlT9YU1XVaZQb01ztCtssLHOyfzVrs/FWMqa1zWa+w/OxaxuhDOwe9s967qKzadvBjBSFze2333z/Gsgo5ov/c0zPUOQ0YqlkKI5CWAgHFDTLbV6tFY/dkW90bu0ShtsjLLB2JM73PauIT22tDmT+c0b+4dmmmg4LqH/tK2x4fBgINYQL7hvHaswCi4lf/ixw5OfX3c0lfZbBib9ZV9cuPhfz5nidjFQ7OG1DNIcwgNwGMCh03t57ehK1ANY63NROZQt8NG8TblACsCuprCeCKrKLZSQqzkEtTx+rOB7e7nA0T39mcxU3l3IubiCELKGANUCKHAh3hZcvFhlqjECXMYoiduer4+kLCNreTanJEkoQfHJ3zPP/85VRwDg0V39+kDSuipn+3cSoFlT6PGYqTwfC6i7IdMKz2/bD2D1/dsikFy26grFVfMr3RsW1miTGTv4+Gu9jcMZvncq52w+nwHPfZs7gwCuhkxN3gsZlT1b37wwZDpnNYC3ALxTTjN8b/h53efKuHCUOSp9lDkqfZQ5Kg2cT4B9EcCKrVu3/u4NN9xQAWDv1q1b51zUDfgAigFve2R3DYBwJueMT6WsTwJ4cffXNxw/7TN1ADYBePGJu1afCM0+uqu/AXIA/b0LHYhdCJ7aP3o9AOvWZbWvXaxlXip80AWbtz2ym1UF1VsaY8bHDgxnvjmvJhQnBKsMRhhm67tFCNUZCSuU9DFKnv/ada0nhNofPNNVayj0NiJEC051KgQACAEkklZhOFGYo2gsMqc6GKgN6/26Qo+nbX9MEH4k6/ifH0xYWSFE22jK/vLTX77ivCKm7d4tQcjzBgCe+x93LHEB3J7Ku72Pbj/OISM+tDkyNrVh3r66mJ5ZadDc0pg2Xh3XxsKV+phhsBxhxHMpgfjzny6JPfFmc8jxGVEZxzUdY/mPXzZ0Ihry5K6G4Cvd1brrMwIIREyXf+/Lrw4saZzIDrg3vnrEvv0/37jyCxft/D0dT+0frYWM1NRDPgTYD+DI6am2O7oSYci6rjkTBYcOZgpwuLAUSo5FDOaHVGWtqbAOCuL7Quw8mshv392fafE5v4ILzIUQMcpIiBJiEUIO1YX0V69oivKusew1A2lroe35RsHx05MZ287ZvkIokozRUSFrKd9a2RzpXTknWg1gnsdF60javipr+R0F1x/mXPxzUFe2/9lHF16QgFl9/7bpZsrLAdTETNW/aXGtd0Vrha5Qah8YSA787fPdc2yPWwM/uPd4oX//nnMt777NnfWQYopAthwYONtnNzy0swlSpHHIvnllS+H3iXJheumjzFHpo8xR6aPMUWngfAIsBIBs3bo1c8MNN1QCeHPr1q2tF3UDCKkVQoxezGWejtse2X0ZgI8CiHIhCums3aQwuicU0F6DdB8cfeKu1e5tj+xmAG6BHKhveeKu1R5wwuL8o5CRsPfd2HgaT+0fvRVykPrOxVrmpcCl5ui2R3ZTSFv3OgANjKDhmgXxuvGc+4LDsRjArpqgsooQsg+zNCGGFGU9X7uuNQ8AT749Ut05nv3o0FThw5MZ28xa7ljBFVkxu4Mi0TSW1nTltVuX1MSqglr3Tw6OqwGNrqoJq+ZAwlo0kXFYc4Ux0Rg3H/zada2n1N4UG09HIY0Opm3pKyBTRZ/rfnDj+KO7+it9Lj55oPM5e3l8+8eaIuN1lUYyHtESYZNmA0IIwbnvfevZ+cbrvdVmS1XOXdWSsPsmw9rRiaDaNxFQR9OmcsaWnwMddYn8T3/v1UOH7S/9y37rK9+6mIYy03hq/2glZK1RJYBRAPsAjNy6rPaUdRUdDFcIIeozjqf0ZQqwPD+kMeoEVFowFBYIa0qtzljBcvnBZ7vGeaLgruRc1AuAE2BcVWhOV1ihJqS5HZVBK+94DZ1j2UXjOaey4PjJvOP15wpeznF9GwQpTWOUUpKPmmrXR5bX5AyVtQCoEEJgOGWH+xLWsnTBYwJkm4D40fe/sOpCo1wMMrK3FEBgbmXA/ciyetpeG1YApADs+y//uns8a3k3Qka8n+9+cGPybNdQ0UZ+CWT64BhkfdesUdsND+2kkGJvBaSg3LntnnXni8SWcYH4IH6Lynh/KHNU+ihzVPooc1QauKAasBtuuCEM4CcA/nHr1q3fO/3973znO78B4DcAIJlMfverX/3q05D1G5WQg5DjkI5naciUpApI4VMLmTqzD9L+PVlcZAyysWkj5IB7tPj3FGRtU2TGMh3IhsT1kLVNBmQd1PT7VnG5dUa0amLutZ+cF2la0BZpv2qdn0+GNI2NMUXLF6ZGPSNaNZKbGPQ9u6BWLlgRPfijv3uj92ff7wVgXXHTrQs+f++frPm7P/jtbYd27fTPs0+0+Pc590lR1ca/fXLHtXtf3b7329/4/fR72SdI44xpx8Pp96dNOKohmxzHisuYfj9bXEbVBfK0GNLp7bz7dDaetHDca7v5c7adTc1vWHW9QhWtUfhedbhh3nh68Egl95xRpupHjm5/XPzWf/+j68dSufDhN19565XvfuvpT33tG5+x89k+JEaOHu08ULVo1eWjx7oORQu5jPGhj3+6/6VnnpizfMMna0W8ZfVo1rnCVwJhyypksumpd0IV1W8P7XoulTj6ziHfte38xFC8etHaocmuPTWCc1q3Yv1Q1+aHK//6B89dPZVKJ/os5dpwZQ0fHR5GFvq8YDDQa0x2deuq2vvt3/3sweCCdU21H/7aUnvyeJww1VOC8YQ91qswI9LvJAYda/gw1+KN70xs+781AKz/9sjjDdWRrv+2tHLr/AWRzvq//1mL8XpvpdJSmfFWz50oDCcDpG8ypL/dX2Em8xqdmWFqap5oqcy7LZVZbyRl0HcGY4bHKVTm44bFw/lPX9WXhQCEEOSx1+cGtx6sC7g+g6544iMrpgYWzr/8nq98/v6dF/N6mtexhH/1f/2fOY5trwlGIsef/sE/H/rJv/2DNfPca1u+2tp422fXXbVh45y87SzIuV6cBqO5VHIqpCgsqUAcmejrzS1btNTKZXOtIzmvesAPuKPjE9VEUTOeXTg8evCN4/NWrbM17qytjUcaY7HK3PD4RO2kQ1nacnk6MTki1OCeyeO9UcJUVYtW9iE31lBV38TmxFTUajab29Y+0dd1MJwcHz2W1mtGxnL+hyO1zS3czo33bnv8uX1P/sPOC7meQi3L/Yabf6MZEKsCFQ2ZeQFbvbIlYi5ftmxqz+sv+/t2v7bnB498a0irammov+2P2/1CpjG15ydvZg48v2fG9RSHfAAwGG+Y27T2ti8taL/65lhy6HidaxX2P/d3/3N/YvBYeDaeKpdek2+56c6rCKGtajj+4pv/+3NJ3y7Y5+Lp53CPuOD73ns99z6AfdKK3/tl2qdfNp4ug+zx98u0T79sPBUgH0D+Mu3TLxtP9ZAp679M+1SSPJ0r0nheAXbDDTc0A/gRgL/bunXrP53zw+8BH0Qo9L7NnfT0Gopi+tCNCiO0sTbcD1mLE4O8cfiQUZXlkDeTdwCMVQbVzKrm8FqV0X/59Stb3nW/qdnw1P5RBuDzAJ45mx33zxsXytFtj+xWAawB0ARAUShhAY2ZpkoNQ6W6qTGYKhWmytIhnSUYI3B8Efd8Efe4iAFQCIFGCekaSjt//8CmDv5XLx1ZkM25X+gaSM8p+EKbbb1CCCIoiSoKy1JGXnd88QKA7ifuWp0FgG9uP0IgL8QzauooAasL6r+ZstzCgZHs3ETejdkuTxgqO1YbMwZrQupOhZLLvnZd6+Nt925pBnAjgH/vfnDjrJGHux87QACYDUb3yhWxl//HfPPlFXXmMZLJE+93/2111d6+CnOmyGKUoyFmeYmcSrO2eiJFckFNynrinu3DhACECE6EZ/3xkyu113urI8ubJ/v++rM7X9MVfuLiPTZE43/+s3UL9/ZVN81tiPevv+Guz/z2h9YdOR9nF4Kie+ECyL5TALAHQNeU7cQhTSJqCcA0ShoIyALHF3HL55bj8wEuxFGFkoNVpjbg+yRQcP0Fri9uSVtuY1+ykB3LOX1CYJ/P+SshQx2mlKxkhHwooNJFAYVqlutNHZ8qJNKWl/S56C0U3LTr8moAKiHoq4kbRkPcXFMb0SN1UX0gYqpDkH24en789phBgHUKo1crjKgqo9sURrc9fMfSc9ZgFe8NcyAdG6tMlfHrO6rd6zuqdV1hHNJI5MD69ngeANru3aJC2r03AtjW/eDGM1IH5112zWW/ev8jJuR9xgVwCNJC/qyRtw0P7awtLleBjHb1XRBhZbwnlNNySh9ljkofZY5KH2WOSgPnS0GsBfAigN/ZunXr1kuyAR9AMeCvPfrWVZrKFu86NP5vb99/4ylGAKvv33YV5OD86d1f3yCKphy1AFohhUQLpAnJVgATukJqGqLGTcMp+03L4ylIdT4EYOiJu1a/p/TEp/aP6pAi7Ie3Lqu9KMLuYuJ8HBXt39eHdVa/ojkciJnqhAAUnwvV9YXv+Fw4voDtCepyTsTJRsJZRsiYyshIzFTGwjqbNg7JVOgaeWcg9dGu0cy9k3nvcDSiZwO6sl/MkoJIAEEIXvn2ryztAU4IrjoA7RqjC8MqXVxwedDnZ57sQoB2jefyY1lnEQT2uT7/ywX14TkAYlUB5QVGyecA/Mvf/7RrIYAla5uO/scVreM3K9Sbo1AeU6kX1ait6yyvatRWNWqrFfpovN7su9qgGX9/XxDff3VuaOvB+rDjnar/WqtThc1ffa6HEKZ94ycran/4xtyotH/3/esXje56+D9t+3sPoYHD9pfcQ/aXDEfEKjFbDRyAXDqpBSMxB1JkPnXnmubUbJ97NzgtxbAHwFtTthODFF3VAKZCisJsl3/S5aLW48IDkIFA3uOCu74wPc4Dri8M2+Pc8Xm24PKJ4XThZ3mXvwJgihJomsKuUxi5IaCwOVFDEVGD9fSO544fmcy7QohkoeDlPI/XAEDIUHrWtlXUMUrWq4wEwobSXRXWtyuUdP/47bECgLmE4DJGSBtjJKop7LjK6HMAjjx8x9Kz3uyKBhqLCNBaGdLi7bVhfsW8CrelMmhBPtk6CKB7fXv8hCNk0ZX0SsjWBzu6H9x4ona0mFo4XR9WnU9N2YFoxW4Ax85mqAGcMOtZBCl2JyHru0runvDLiHJheumjzFHpo8xR6aPMUWngfALsIUjnwMMzXv7w1q1bL1od1Adhh/nl77+91vP5F12O+qND6V05y0uk8+6gEBgEMBQKaTWUkjYAj+/++oYzBke3PbK7AsAXIQf/Yyoj+vzqwJJEzv330YwzBmkZ3gAZPQNk1Gy6ifLIE3etPq8j4VP7R8OQbnzfvXVZbUnZR8/GUVGozgNwpUKJs25+LEIIaR3LusddLjKQxyANacgwc54/W+NYQEZbDg2mP/TOYOqzNjDfB/lufYXZY2is8MCmjlkNS2YIrjYAzZxzZjm8xXHFqkTB0afy7qDj8x7IgfTpoIaqxHWV/UtlWDsCGeFyakPqSwA+C+C5v/9p1xIA5l/d8nfznn3D/l8H+83AmtYp57/c3JNVGYjAyQbPnk/wV88sCL54qEpzXEoncwY1VB8fXjGSdV3Pef6dprgUWZxftyTR/ZUPDzylM+dAmI29s/HBmz+Td43rqyoq93/5S19+VtM0Chn27oO0Fh87R6Pfc15HT+0fVSBTSefh/C0TCKQr45QQ4vWE45qQoisKYGQ4ZR+JatrHdIV+1vJ8ZSLrvJqyvMmM7dlZ203YnsgIKR5GIeuaxp64a7VVPGfCAFoVSlaqCl0S0FhNQ9jILqwKHjo8lhnZeXTKcH3uOI4/Ydt+haHSwIq5sWRbXSiSKngrLdfXXV+8FdDZU/d/ZOHE7Y/sDjNKriaEXE4IqhklUyqjXUVb+d6H71g6a6Ry9f3bFACtAY2tqA7r8xqiZnBhfTi9sC48pitsGDLNqW99e/yMa7fYp+8ySHH1OoBD3Q9uFEXb+AWQ9WFByNSIfQ9s6hg7Hz8bHtqpAbgCsr7sMIBdF9omooyLg7I1c+mjzFHpo8xR6aPMUWmgFPqAfSAN4b65/QhJFLzlXGBj3GB7c5ZXP5a0KhNZJ5bIOiSVc9Sc7VdatvcjIdAPmSs61f3gxhMH6LZHdq+B7O3zZGVQjTfG9N84MlHoy9p+HnKgfBzAEcjc1ekmynWQ/Y8AWaQ/CCnMJp64a/UpYu+p/aNVkGYf/3brstoPbPBVTB2shIxqxHGaW+DIvpcb6pZfMzTjJQVAk0rJ8KqWSIupssvTtv9KxvafeWBTx8iFrLOY1hYfT1vN/ZP5xZmCN38q68Qtj1fkfY5YRB9qrjSfsTm6FUo+XWGy5FlMNCCEIBNZNzSetusVShYFNBYHcGgq5/6LoirDjJKri9t8NiH8SkVIHQLwMQCDD2zq2PXN7Udu9Hw+9fAzPS3XzOsJfWn54/f8dKe/6N9fazYdnxFKBKojll8ddkTBZbAcRiyX0nReJS4nkBpGYM3cicx37nqhN2AIdjTZnP3qd1fl9x83I0KQ51HssfXorv4QZLuDCsi+VkcBDL6b1gezXUdP7R+lkKJ0JQBFCPGO7fP+2aKIpxxPCGL5vAJSYARdjw/s7s8I1+Or51cGbgrrakvO8TLHpvI/Hs06OyDzpQvFnY7MmE5pGk0JMXWVVod0JTQ3HuCLqoOjA4nCxJbDo0rO8ann8WEVqGisMDoaK0wjaKii4PrBRM6dGs3YnYmcu62pMpjyubiSC3EtgEZCiMUo2a8x+gql5OjDdyyd9Zitvn8bURmpboyZ15gaWxE11XhD1BzvqAsfqY0YhyGv2+S5+nIVhddiSKG0B8DeT14/T4c00WiHvG56ABx4YFPHKcJvNn6K0a46AJdD5pK/DqC3bCP/80G5OWnpo8xR6aPMUemjzFFpoBQEWEgIcc5eTRcTRavnDwP4wQObOvLf3H6EQoqPxsHJ/NLuocyNVWG9J1twzWTO9XMFN5nOu5O2y/sADNVVB3PVlYEbALz18RU1nZBRkud//PbYBGS64jzIwkBAFuodhRRmDuSgtBFSmFVBDtgEZMHeEIChL6xpDDNKrgHwg9Pd5N4PbntktwEpsKqK8wqcjIRwTaG2qTFuqJQQQk5Zbz4xbgTi1SeiRwRgVSG1sSKgLiQEW21PPHnv9a0nvlOsawsDCI+nrcrxtF1XcPxay/Wr87YfThXcuMdFyPY5cbjggpCELzCkKHRSUehQa7U5Uh812jwu9ucc/7+lck7vcMqer1BySvroye0hqA6pYm5FYLgxavx0suDt2zWQXgyZxjUM4JWzRUKAEw1vPwVgX21IPQTgZsvxrce2dS/6rSueufXDLT9dRbmFW795be1kVj8hTg3VE0ua0o6petxQfW6oHn+lqyaQyOsncg0X1idyf/6Fvme3Dax/7pXBK77z5H/9tRM1P4/u6q+EbADNAGy/c03ze3Ylmr6OisJ2LoBVkEWt3VnXOzKZdy7PWN6SnONjRgroWZG2PDGRc0NCoKo2pIUXVodi8YCKRMEZP5YsdB2ZKPT7XEwfiwLkw4VMcZ4GkDE1ljM1pV6h5LKoriysCKjhlpiZEJyP/PjACB/L2EZFUC3UhrQ6VaGrKCUGCBLpgtc3kra7crb/TlXEGAloymKP86s5F/MEIAghBxnBC4amdJ0rrfCPf9IZT+Sd6yzXv4ISEo0Yaroxbu5Z0hB5Q2W0f2Y64flQbKS9HkDXxquaO01dWQZZzGtB1oh2P7Cp46yCeZqfopPhtItiCPL8fGvbPeumLnRbyrg0+KB/i8p49yhzVPooc1T6KHNUGigFAfaBFwPet7kzDuA2AI8/sKkjOfO91fdvqwDwyeqI/uRNK+tMAA2ez5vGU3b9VNqOTWWdUCrnWI4vKnwheCHvbv7YFY3LTY399A9u6eiaXk4x3aoCspasBbKxsgspxo4CGH/irtVihgX7dMQs1lphNlSHtJrX+1I/RTFidrb6stse2a1ApobNnE6PPhACuLpKXVNjPKAr1FCpTgihGiMBXaEhU6HQVUI0Sn2cFiEZOtJZ29DaMTpjYUxlpI8SsuXONc0WIOthru6o+pAguMP2uOoJCM/n4IAHQhwOpLgQKRCSVRU6xRgdgqyfGwGQfuKu1QIAvrn9iAHgd4QQ4wMJ60MjKVsnwM7bl9fldZUNY/YaKAHgnR8fHB/ByTSugwDeeviOpV6RcwWzp94pAH4VwMu1IfVoKud85sCxRGsAXWv+84p/XLog2mW+2l1jfuPHi6JDCZNSwsEFha54/DNX9Ix+4/Y3Z0YG8YePr238wesLamxPoYwKLxSNPWPOv+3zu7++4UQdz6O7+hsBXEsAx2DsTVNhHqRYmp7MGdMpxiMzRM8p6Nr/Vn37ssuGfS60sayTe2sglaSMLA+odB4XsFMFb9jlQqOEnMHvbDAVShfVhAK1Ib2DQOjHkoWxlONa4xn3mUTePQhg+Im7Vp9hIHH3YweYqdCOsK5sCKhsXsxQ7MaIcTRZcI5v752I2T5vrIvoIUOh9XnHb8rZvsja3oGpvLvd9UVXc1UwBWCNz8UVnIs6AXhC4IgQ4hWPi33TrSFOx+r7t6lNcbO1NmysY4wsZYQYAPIBjb3ZGDe333Nj67sWt0VzjeUAllbFDOvKpbUFVaFRyIjfPgAD50qnncaGh3Yaw6/99MP1V37UgHzo0gvgwLZ71pV/AEsI5cL00keZo9JHmaPSR5mj0kApCLBqIcT4+T/53nH3YwcWQjocvj79xPy+zZ1ByPq2zQ9s6jhlcLb6/m2h4ntP7f76hlOcCb+5/YgJaUPZMJFxlhyfyF0rXD5panTOeMruGZ4q9Kbz7rAQGICMao11P7jRA06k+s2BjJLVQAqCKUhBduyJu1afiDL9x57hqxIFt/mZQ+PHcWp92QnCKIHKKFEVRn2VEU9VKNcUCk2hVKHEJ8XSJEMhIV2hQUOhwlAoURmxVEYylBAOGbEYnzHlT68zOhtHxZSsOdGgev38+vAmTVMsj2JHRVCzTZXC1Bg1VApNoQ49Nao28+9QkZsYZNRMGU3bwwMJazUl6F9YHfzjFY3RT6Qs7+kXjyRO34RpMJysUXodQG9FSKWQkaBFxWW7OEsKo+36O59/vb9uUUvsj0wyVP2R5h/SPfsHFu06UmF6nJIjYyGlqSLv/9En9va/0lmhv9jZwIK69/xjX37+26aG3L6JJcr+yUVqb3Ke1puoM3a92fPrTiG/UkD8dFVH+72/8Zkv1ACY43Ox2BX8MgKkVUoPU0KyKNqtepwzh/MaIeD6QuQncw4dSTtGsuCGLY9HBYfgQvhC7scZF21+cjQUqKzNqowotRG9IqhRkbH9owMJu4YQssjnYrK1wszNrwjUcYHzRX5IWFeCukKnMo63c7RgVwLYC+Dtr13Xesq6H93VzwoOn2M5/MO+EJcrlMR0hRYIxNBEzhHJglvj+SIqAOF63MpaHpvKOtlk3t3OFPrc3Jow97m4yufiMiFEhQDyQuAQF2Knz0XPbIJr9f3bVABNQY3Nr40YKypDWqOuMCVqqiMBjb1RHzVeu/Pq5vckbtru3UJ1jS02NfahgKnU1lcG0o3VwUHGaD+A/Q9s6rigSNWGh3bGASyDvN7tyYOvDlcuvur1bfesu+C00jI+WHwQv0VlvD+UOSp9lDkqfZQ5Kg2UggCrF0IMX8p13PvTw+22x2/3fNFsqGyPwsj04IwBWAdpCT0x8zuOx5XugdS6ugrzncqIMXm2ZQshSNbylhMg0BQ3KjwuMjnLQybvhjIFN5gteMT1eN71eU5hdDJoqslYSEtEQ1qmuJ5gwfFrXF9UcSE0AviqQicNlY23VwUaPS7yw1nn6FlWX4Dsh5ABkNEYsWpCaiiksRijpBYyugPIHl4jxX2cmI5anY62e7cEcGpqIgAgufvJmtjqT8wUooxSsjQa1la01oXbGysCBU+IR5sqjRoqVd/B4jZZxW0IQ0blpucRAPA5Z8mCZyaybjTreBW2y8NCgFGK0YZ4oP+6ufEnGSWfPDpVeHrfSPbDkEL1bBGwgxUhVUAKrjkAOOfi2N6uiYmBsVyraShXEnrieMwAoQGddlzT0r3oI3N+6C2Mvl35zacXxn7wWnPQ82WG6JLGZP6x3351JGZM9u+bWPS933j+r/OeUKfFnK8ykq+PGl5D3PQb4yapixq0OqyHIaNXvi9EMu958wquP7WjJ3E4bflNAOJRU2kN6WwBgArHE37e8VNCCE4IoYzCUhnN6QrJaQq1GCWUEsIowawRsFxyKhSMVWQ9LrzhlD0OQqsZJY4Q4iXH46/+9lVzr4VMvd0FmQ57TuRdf+jARLq5+NnnvnZdqwNIwQVgTtb211ouv9Fy/NWW6/u2x3tTeefwRM4lOdsP2R4vCCGGHMdPuy4PCSHyjNKeufXhlKqyNZyLpVyIEICkEHjb53wnFxiYjoROY/X92yikG+k8lZGmhqhZXxs1qusjhtUQM4fmVAR2mRrrXN8ef0+C677NncT1eHxwPHdVMmNfx7kIhYPaQENV4JWgqXYCGL3AKBcpbudyyGsoAWA/gL5t96wTH8R9roz3hzJHpY8yR6WPMkeljzJHpYFSEGAfWCj07scOBAFsgoz0bH/4jqX8vs2dDLL+Z+8DmzoOzfx80SntVwHs2f31DYfPWOAM3PbI7hYAN17fHidRU339zjXN+4vufFUAGjgXDYms0zSRsuKJrBMt1pcl0nl3ynb5tOnH8LKF1XnI2pJ5AGpbKwNrLNfvGkrbOyCjZPlHd/VPmx00FafK4ma4kFG3AQDDd65pPmWgXYxYRQBUqSpt1FTWojBaoyg0oDBiKgpVGKMFcprIKUwOVZqVDSdFKAGpi5nuZc1RVh/RnxjK2RQy9W8QMtrEuRDU8YSStTw95/q65fgBx+Om64ug43MDACDgCbm9nb7P30nm3eNrF1QKAHcurwltixrKhrcG00/3p+xNYYMdUhU6F7MLMAKAciEmjgymxw4dTVQHTPV6XVfaDEVoi6q6SHus21apxwFACFJcPUFIyxpra99eWaP3G8kcE4+91hj4x22tIY+f1DmLG1P241954R9/a+tf7HfYysTHL2uMMkooIRCEQADEBZDmQqQgkHS5SL18ZMpNWV5dQ0y/yedi3mTWyVJC4gGNWfGgammM5H0ueqby7q6xjHsMQOZ0U5a7HzvAIE1RKovnURVkiuIZx2C0a299bfvKYUjBmwPw8sN3LB3f0ZUgAP4TgIWDmcI/DWaty2Y5frNBBbClKqhOAJjjcbEo7/jLcrbfmLH8xoLtRX1f7BlJ2/88lrVDBFhKCNEpQR5cNBBC5isKDRsaszWVpQkgiumEUwJil+eL15+4a/UZ0aRidGsegPmaQmsaokZVW01Yaa8N5edWBcdURnsh7eDfk83+fZs7NRSj0KmsM29gLNuaLbgK59inMPLMtnvXX/BTwQ0P7VQgzTeWQKYYDwDYN1s9Vznlo/RR5qj0Ueao9FHmqPRR5qg0UAoCzBBCXFLb9e+/NbjOF2KNL8QkAD9V8Bpyjt8eM5W3AxpLCCEwknVXa4wkKgPqKc1ruRB46dDE2nhQnVjREjtbJAoA4PmCDaWsy6Km0hwxlL2EkFkb4QohqC8Q5VxUuL6IJ7J2PJlzgqmcp+dtz/V9kRdCpKJBdbIyoidbKgPLJwve2GTe1TmXzYh9LvKWx6dytj+Vd/y853HD94Xhc2Fwzg3OYXAhDCGELgQEKUZOKCF5xkiGMjphamywIWbaDVGd1oQ0vTKgmZpCz6iTymczaiAUnpk6pQAYO5LMv+1x8UUAquX6g8cm8i0Fl68HYEPWGdmUkgwjJMMoSSmMJhVGUobG0qelJM6ENjdmHGmOGK3bjyReSFrezdGAcqx/JDN/X+/U2dK/WNBUV+i60q4r0Fvjffyqup1YGn+7si4wNvcfftZU/eaRmLK2Nel+5ZZjlsJEkS+Cbz0713jpcFyhRKBvMqC4PkNNOO9M5XTV44xoii8WNKmv+HPu/pdblte1CiCYttyjnMAWQp4fcg5wIcj0/xFD6RBCLLE8Ps4I6a8Oa13VYW0/BIYPjeaTU3lPw6l1XwHIdMwoZpijQEZSJorTJID8bMYTs11HO7oSCoA/ATB0aDLznazjfT5mKnvZWcxMZi4OQJXt8das7denCh4dSzu+5/PaqMZUgOx6eyg1BIJVmsLaGSUa97nic0EoISlDU/aYBtvLCD1KCIb++bPLz5ryuPr+bUHIOsn5IV2pbIgZFQvrImRhXTjZEDMTkO6Evevb48nzbPMZKPbiqoIUdC0AtLzl0a6+pDk6VVDzlnccwK7uBzdekHMnAGx4aGcQUnAtgBTCXQAObrtn3Tlbc3wQ97ky3h/KHJU+yhyVPsoclT7KHJUGSkGAXXIl/tT+0ShOpqapAOyC6w+8cizZlnP5JIDnHr5jqXff5s4bAXgPbOp4ceb3V9+/jQC4CYC1++sbXjrf+m7/p90LO2qCv14T0Z793Wtbn7vQ7SwaUDQAaLAcv3ksaVUnMnYsmXXMmrDe1jOafW0kYY34XJxey+RBRj0yxSkLILOkKWJ96qo5VFFo1FRZHHIwWoniAF8IwX0h0o4vMgXPz6Zsr+BxwU5bNl76j+/MvfZXvnhsxks6gNt8ziuOT1rD4xm7AQCPBjTb0OiffuuTS96Vo1vRuS8KacndBKBqS+fE67Yvrs1kLDo8lf+4oXpGbXAqISNOp8JgBbaqareyrHJPxZzQQFNALUQEVHVgymDf+NEC443euCa9KwRCusdjQZcDQCqv0qylUFG0jJ9fk8r/9Wd3HlvaOFX4H49fXrGta36EhNoGr73+tpeaK8IOqNg5kXPWjmUci1EChRKTUmIySkxGiAlpsEAIAfO5eCdtef/8D3csP373Ywem+0Mth6zlS6NY+1Wc52f8n3r4jqXnNck4HadfRzu6EvUA/hjAD94YTmxXGfmvBIgNp52sEGe14z+BgsutyayTzBXccHVQawvpLDiWtXuH07ZlamwRJbTadb1CruB1WY7/hufzXbu/vuGcvBevoziAVgLMiwXUiqZ4ILq4PiI66sKTFUFtEtKgond9e/w99Rq8b3NnCNIqfj5kivF43vL6t781FLIcvw3y4cBbAI7ObDFxNhRTC6sh67kaIa+tdwD0bLtn3aw1hbOh/MSx9FHmqPRR5qj0Ueao9FHmqDRQCgJsnhDinJGl9wPRSyK/vmt/CFJ4DAGY+vjiah1Fy/jRjN0xkLaX1AS1l5tjxs5XB1J1HhcxSHOO0+tR1kGm2D2z++sbznngbntkd6CjNvAHukIH9w1m//702pYLRTGNMawxMrfK1H5tsuB0MUp1hRCTUhiMEIMSYpDT3PKK8LkQli9geZxnHF9kbJ9P18qEipPOOTcdTwQs1w/ZPg/iNJtyK5sOGaHIiRobLqCMZWwn7/AcgO1VEX1nxFRvBvDY6f2PplEUWQak0KqBFFuVMz6SQtEV8SeHxiOTycKNibS1MW6mq7+08NveS7uzy/YcjRlrWqec393Yk5kZxfrrLQvCbx6p0JY0pd1lczLiraMxZdeRmDKYMM8Qk2HD8a9oHcsIELxxpDqcsbQTn1nUkLQe+a0De356bNPAtuFfcVfOrQ82xczXAhp7+fB4dsNwyo40xY2BprgxBNlkOIWTtuvpO9c0n4j03P3YAQWyZ9wSyIhhD4AD57LDfz+Yvo6KKYfXAfg0gD/vSmT6LY//r2TBDb0zlN01nChcyPpJUGNza8P6YkNhzkTOOWBxHqHAMsflSq7g7s1Z3s84F3t3f33DGctbff82A0AtgFpdoQ0BjdUEdSVgqMyoDGpYWBd2O+rC4wFNGYM8Lsdna3h8IShGueZAHudKSIF08NDRxLHDx5NzAayAPP77IRsmn9OAZMNDO0/cG3CyncQ4gAMAht9rj65LfZ8r4/2jzFHpo8xR6aPMUemjzFFpoBQEWEQIkT7/J989RC+JuD554Q8ev6JiZ09DZF6df/xTN1Vs7bNXDh9KXznq8MAwgCFGMBrQ2C0hjbWsqA/3Jy2vJW17Na1x8zFGyREAE9M9uVbfv205gA4Aj+/++obzRir+5Nmuuwqu39Y5mv/TJ+5anXk/+/PU/tEIZK1VTgiR9YQoFFzuZB3Pybk+F1KE6ZwLzfF50PF4wPVFyOci5Hq8zvF5jeuLSo+LmM+FwrlwPSEKPheWEJgCMCQERgROdckrTI2aZkXtzIgEdz3+yo9/Y23ivs2dTQBuBPD99XNiPuSAtwkype50FCDFyjhk/6OpW5fV8rsfO6D4nNdkcu6CguUuzeTdjaaBObe3Pp7ZNOdHcx7aMrfqsVebAx6noESgtSbnLWrM+gBwcDCkHB0LsJnu7AHN5ataJjNXzJ+0OkeigZ8dqA/ZHiO64os7rjwy9Ycf2z8BAH/64+VVj70+r8L2GFEZ9xvqgq8rcz79N5+9eq5SFdavZ4T8x6HxbMdQ0m6NmsqRtprAxKGRfNdk3uvAWRwVi5hOITwM4J2H71h6ohZvR1eiBtKdcWbqoXr6As4BgVlqwCbHR83K6toCZLSmBsBfH0ln9WTB/V9HJwrK4aHMvpqQtrgyqNuUnD8CxgjJDmftkXTBvcLjImbZ/r501v4PLrB/99c32ADwNz87QvunClflHG+t6/NaldEAAajKqBsLqKmqsJ6qjxiTlSF9hFGSgeQ+CWBkfXv8XUf5plF0MF0E2WSaAeizbO/gM6/2hyBrsmog+TkC4O3uBzfOmmoxI7o1naKoQkbIpltFTF6spsiX8j5XxsVBmaPSR5mj0keZo9JHmaPSQCkIsEsWChW95LI/fHzt5u+91lbr+ozoio87rurPffXDPTkOxqfsmtyo1VwYzM9zBvIL7L5cm5fyqqIEZIgSktUUUmcodEKh1AAAn3PL8UUqmXNIpuDVVEb0LkrO31PJUFmzEGJuweWHKDnVbfFd7xPAIIophDLC5QkBH/IpPwOggkChhCiEgBNCLAI4ICRBKRlUKOkzVHbM0NjwA5s68heyzrNxdN/mzgUArlxRG/ppRFeughzM7oEc+OZnNpK++7EDGoCw5/NYOussKNjuwoLtz/V90UwpYgB0yohHQLJXN71d87n5/1BZaYyFXzpUofze91fEHY+dqE1TqC9iAccDgGReUzx+8r25VVnnx/91+6CuuL5C3fRUPnD4t//t+vkHB8INwVDg4BVr5jzNGOWECOL7nL7+Zt9HJpLe/IAZ3vk/v3LPT3Rdayr4fqw/afUNJ+3VjJKuxQ2h3Eja2X900mqHNFrYMd1f7EJQrMVaAeBySCfIYUhx1gMge67oz46uRABSsM2FTN+bVYC9s/fN+iUr1w4DED7nTx1OZK4dTtlfOTKWy4JjT8RU1+Zs/9hk3pkrxKz90E6BEMJwPd6bs9zvWrb/5u6vb/B2dCVowfHn7O1PXj+ULKyyPa5oCj1YHdJfXd4cPRoPaJl309z4QlGMcjXjZJQrz7k49PwbA1be8loh20JwAP0AOgGMz5ZeuOGhnQak0GqFdCoEgDFIsdW37Z5153WHfK8op3yUPsoclT7KHJU+yhyVPsoclQZKQYBVCmmOcdEheskdNz246ZFDwxUnmhJrii+uWziaba/LOAsbUvaSxqTTGC94xZZZcLmRGyrM50OFBXzCaRo9XlgZHizMe8vlZtpQaCFiKEpYV8xs3o31jmbnLGgI7/BBBnKud9YmVQAQ1tl81xeXjaTskbCpvsbo+aMQs4EQolJCTo8ueTiZDpec8bd1IRbaF7DOMzi6b3Pn0pihXL20Opgisrnvy/+xbzSXTFu3FByvw/VE3Pf9GEBihCAAQAOISghACbFBkNEU6qgKdUJqRpsfOR5qCg+Fl8XfrG8LvxU/Pq6Jbz7TEd7RWW0EdZfbHiOeT2UU64pjyf9268EEAPzZU0sq/v31luh0hOuW5UOHP329/bOXh64ce/749Ud9Ejv6ydUNblttOA4pUM/YPQDVXIipsZzdMJKxPzyado4wSnqWNIRcy+W9+4ZyVZA1Wj97+I6lF1y4uqMrUQlp/b4UsjbvgMv5AS6EqzPWAhkppJCc9UAKiOkIWX3xvTyAY8Upub49Piuf0xx9a8eRymTB+9/DKbuBczHs+6KZMdrXO5Lpooy2eh7/31yI8wpvQsjUH39kkQDQnLO9he8MpVcem8w1JPNu2vb8nSMp66WXfv/aS5JOWWyaPQeybq4GgOBcDOzrmZw4OpSphqzFAqTrZieAkdMFVzG6VQt5LKdrPy3I43gUQOJiRbcuBJfyPlfGxUGZo9JHmaPSR5mj0keZo9JAKQiwRiHE4KVYtugl/+MPH1/7299/ra3W8RlhlKMuark+J3QkdbI+KGy4fmtN2mqvTeYX1ietpY2JwuLGlENVM6IQz/GFpjLiHMp48eHBQlu6N7si351dM3Ek3SEyeW/1kobI/ua4YQc1lhMgScfnx8dyTt943j1lsN4S0xc7Hl/52tEk0RT6an3cnNUl8TzwAOQuhrCaxp/+rFcPqnQ+o6SNEtJIThMqkyMD0cq6phO23wIImgqtrQqoTx9LWLtf7JxYk0gXbuMCSwydRRmlGUaJyyixVeo6EW0KUS1J41qKxY2EWmuORmrMsWCFPqLH1FHNYBlVCJ97PsE3n+6IPH+gzpjKqkxTuLjr+mOZL60/PP5Xzy4KPf/OHNRViiOf/1Bhh6rIKJDrgfzbC4H1R0e0Zl+peKt64Uf+4leumGe11YZrAUSFEK4nRCJlu9T3xRmRHwHQ4bS9NGN7qyghVtRUnm6I6kHbE4Nv9WdCvoACadKSAoAdXYkIZG3XLD3FwAAEIevc1kIKqFcLnvfGcN6q1ii9Vme0GQDxhUi5nB/L2P4Bz0M+bqhzVUZbbI9PTOScY4fGMraukBZNIe0qo/MB1BBAFyDKbOEr1y4Yqm5aHhfaZM45qFFyueDom8zYfzGctK6LhnX+W+vmPhkz1RXA+SNgWcsL7e1PNhwaSWtjGXt4Mmu/zgXe2f31DRc9SnTf5k4DMiq1ALJNguf7vH9fz1Tu2HAmDmlMQyBrOLsADJ5FcFVDpiA2Qx77UchobP/PuwHypbzPlXFxUOao9FHmqPRR5qj0UeaoNFAKAuxSpiCuLjhs7e9+/5ovdY7EOta1jftf+/ChpMqEyBTgdQ6F2MGhCqNzJB7sHokYPWMh3XLl+JZAoLEiZy+oyTjt9Tm/oz7jrmoenJhfncizYrmREMhkvcjQayNXVQkW29dvLx/rya3PEVYTiZuqFtFZPmaqE0GNdUM+dR+esp0OLsTKzfvHU1xAA/D0E3etvuSDwz/b2hs2VdqmUNpGCVoYIQ2UnBBaHoAhARwlMgpzyva88tN/b7n6o586Pv0/F8CLhyfU0UThV33OV1NKEdadno1zf7bw8qqXA3EjZeg0r2nM0hlx1elTzPWAh55dEHrzaIW+uCHt3LB0JD80FVSOTwZY30SA7e2LGemCygACSgRuWzuQ/dPb3xh4e3xJ57NDd32nbe5HBsks9vWMEBIylFoAsWnBNZZzzJG0vThjefW2xy3L5YMCYlbx0BQ3Qi0VZjUl2N0zYU2OpJ3pGqKXHr5j6ciOrkQIwCrIaEoB0gUyhDONTzxIE4hUxnH3jVt2g0rJaoOxZkZo+shkYbRrIud6XPgRXakL6awlpNN6hdGI7fpqxvYMAIoQoAA8zxcZT2CSczHEKJkghFi+5zPMkoKYGDleHa9rGQdQ5XJ+PQP5/14+PI5QQF00tyaUvWF+lfJKz0Tt/sHUMZ+L855vPheukMYTXbu/vuGiphXet7kzAulSOB/yWNqW4/W9eXDcnUhatZDmFxwywtUDYOgsKYUVkPWYLSg6HkIKtL5t96x7zzVmlwLllI/SR5mj0keZo9JHmaPSR5mj0kApCLBL3o/gP/YM3y6ATUwkChXsTRajbwd1DDSZZKQ+wEbjCrEVAiGI8L3+KV0cHAyrncMRvWskpHaPBNXBhEGnm/cGNE8sqM15bXVZp6M+4yxsyLiLGrKeplJTY57NKPdsHkulvKb0mDM/P1To8IbsZSTjNSuUKpqhMEtXiGMolDm+2J/Iu3NjAbXLVNkFNpYVlAsoXEAVQqgCULgQqhBQOIQiBJgQUMTJv5mQg3rf8Xmq4PpTedcfS+a90XTeVTN5t7JgudWO61cKoIZSGjxjfC84AaEzX2SUEkVVWGdTeGD3J+Z8/9pFlT03myTBv/Fke2DP8ZjWVJH3Vs9N2Flbpam8SlJ5lR4cjGhjaUM5vQRJZVzUx/LOVFZXs7Z6wk1jXnUu86VPNt5T0fQHGULAXM7HMXsjZjpVcAPDaXtxuuA12B4vWC4/FjbY0Y66oGKqbBHkIH2277Kc44/uG8wd8LgIAehsiRlvXz+vMgAZ6ZoPaQ+/VwhRm3G9m7KuRwRESgicTZgwjdFKBmIfmbJyR6byecvjU5B9vOZCirScECKfLriNluPNrQho49e0Vg4GVeqNZZzgZN6Jpi03WnD9kBAglJIwo4jqClNBzrxoueczqjCfUcqOjmW/dWw0t7KlNujWh811juPZPWPZ7WnL27r76xveUwPjC0GxqXm4OEWL80hxmo4YUgCZRMYeePPgGMkVvCZIMetCml/0AJg6i+CKQUa45hWXNwUpuI5vu2fdRa89u5go910pfZQ5Kn2UOSp9lDkqfZQ5Kg2UggC75Er8tx9/53JdobdEdCUSUFnEUFiQEFAhIBzfy5no8uPsrVCUHa2NqcP1ldpINKpOBBj1OSO+l7cI7xoOq4eHY2bXaNTsGTHRMxJkWftkNlhdzPLn1+R4W13GWVifthY1pN251TlvOlrmC9VNuVWT405zdtBa5I3Yy8MJb0k85wWmfC7CPhdTgmCP5frDkDVVZ4MQAq4AXCENOBwuhYDjetwtWC4tOD5zHF9xXF9xPK64Htc8n8e4EHWM0ZhKic4YNVWFUkpJRlVoQlXoqKrQo5TSIXKaw9/Qnm1NDas2DEz/z4UgS4M/qVnf8MZvdsS6VgBCf6077P7vn3SER9PmKal5lHBETNeLGK4/njHUgqucEFjNFTn377+0a3xOZd5njJA//0lH9AevzQnZHiOMCnduU8tTv/8bX9k6mrXr+pLWWkghNCsYIamaoDZWF9GpwmiQc46U7ccSBaci5/CsEBglmPW4El2hVmvc7KkIaNNW+z5kzVYXZApbW871bs+4bgXn4D0TBcf1T0aRCAEnMmIjSNGUZTLvZrOOPwDg7eKybhFCjB8fz476XHRAirtGAH2QdUnTF2I2aipufcwIVIf1cNhQfC6EP5q0CkdHc9ZI0vL5LBdtsvO15ljHlf2ci5hCCZ1fF94IgQrX5X/bM57ddrGjWABw3+bOegBXQfY248UpAyBtO35uLFHwRybzYixRYI7LA5BCLAopngrFY9vT/eDG7OnLLqYUVkCmJU47FKYgOTn6804pfLcoP3EsfZQ5Kn2UOSp9lDkqfZQ5Kg2UggBrEUIcP/8n3zuW/o/nbyaEfHS290yVGYZGQ6aqBFVGdABECHCInNUU6g7OiRyLNoUGo42hoUBjcNAMqnnqQzMgOB9PwuoaiSjdI2Gtdyys9I6FlIFJk/JitExXfMytznnza7Le/NqM216X8drrM14s4AoAEKA0YdeIsVxk5Fi2TenLLQwP5+fmRwuNti+IZ7s8lbe9ccvxk67Hp59WnBI+IgSEUaJQSjWFEcYo8RVGuaJQKJRwyohFCbF1lSV0jY0LgZxle4rteAbjmWhDYKC5LjgarzQn43EtEQ2oueDpWX6uw1VVoycGvJXGZLAt1lPjc/DNe+v1f9vRoB6fDGmMcuFzemL7Ouoz3g++sitJqeAUnD+4eUHosVebg9OGGZtWJya+cEP+4FQhNpJy6sYLYsH4vz6bunZ8KrO4tXnO4Mc/8sk3ehNOve3yPQtqAr26Smd1AETxPE7kvfRQ2jEVStZSgojrizeTBW/r5U2xwY6q4CxfOwF/NnOLHV2J6oLn35F23PkEsLvGC+7xZGGvx8XTD9+xtAAAdz92gBQ5YTPm0+YZJmQDbzY4lTtgOf6HAxqtDRmKURvRe+ZUBsYIIQoAwoWA7XItkXWikxkbo0nLTWSdXFHomQRALKAGw4YaJbNUcBUSozEzXpvUGQ0pKl1pasr3/uHzK/7lXDv9XnDf5k4NwGUAOnwuRl/aM5RIZpxmnGmlPy1i08XpxN+z9eIqCq4GyIhjE+SxnESxT9gvmuA6HR/Efa6M94cyR6WPMkeljzJHpY8yR6WBUhBgUSHEJUuLAoA/+smh9UFduUkIwTMFb2o8Y0/0jmUnxtJ2YbbP6wpjcyrNeHXYqIoaaqWqSNfBgucR5vcEavQDNXXhySVV+kjV3ODbyVpjxGDU5QRAwWFk32B1tGs4ovaMhmj3aMToHQ1rqYJ2IvJTFbb8+TUZe0FtylpYn3EWNlpKR83IlKIIWF4wDIiCy9UjY/Z8a6CwnPbnl5K+/CJ3yo4lbI/bnMMUXJhcCJNzofncZ1TYioqcotE80WkeOs0JgxWIziwWUHMspifVanNCqTInWYUxQWJ6UgsoeY0SIUAIPJ+Sv3ymLfx6b4W+am7C/u0be1PTzY4FByVURnY8n+ChLW2x7YerzXRBpbbHyPyatP1r6wftruGQ/vgbDZrtMaIw7q9rT+z9nU3j2zJOKJ92K5ykXY/v/cy/cXjSn9tU29xzz6998SXD0AJCICAgMlwgyYUY6EsVaO9E/uqs4x9e3hga0RjV9g/l3LzLZ3MxBABiqrSiMqjWRgw2HDHYj+6+omX4vZ4vO7oSjbbv35x23BUAcQYSttU1mTtuefwnD9+xdPx83y82YV4vhGgcTRYGcra3SWEk0FJhZrMFd3JgojDlc+EVJx+AEjTVNkWhDZxzTwgQSkBDumKaKgsFdYWYGssrjI6BkmEhzhShTj5taIGIZXu+NlVwv/cfX1rd+173fzYU+71dCUAbHMv1vHFwrBrSEv4dAAe6H9xov5vlbXho50ynw2pIYT0MKbgGS62G6/3ig7jPlfH+UOao9FHmqPRR5qj0UeaoNFAKAuySh0IX/ffnlgG4XGWENsTNcG3UiFWGtJihMgMAPC68qayTHEtbyYGpQqrg+LOma+kKVStDeixiKtGQrkYNkzW5QsxNZbLZ+kB3piXUpbaEelhL+JhRaU7VBNRCQGd2QQhgLG2wQ0NRtWs4qnePRrTesbDWNxFQPC51mco4WqpyXmtNxl5Qm/Xb6nJiScNEpiZqnUiby7nhQtaN5XRmC1MpQGcW0ZnNVOowhbqcEu4TCEEIIAQgwKjtK8o3frKq/o0j1aGVc5L2J9cMZEfTBhtJmspQUqcjSYONpAzWPRIxs7Y0wLhQECJw45KxwjfuOGRr1BozaPqRT37719eMJMXalobG3t/57H96WVEVXQiYACCAgoAoCIGUL8Qx2/ezGcdTRjNOY8HxG/OOH3V9YRRc3ru0MdQXUJm5byhr5xyuL6oNuFUhdVYDCsiI0ySAl+9c03xGOtuFYEdXQvM4vyLneTfYHo8Tgnwq71l7h7OJnOs/8/AdS7vvfuyALoS40Xb95XwWETTz0KTydiFv+42MwLpsbux4OucG3jqSqPC5SEMKDRACZuhKu8JoHEIcXtEQ4a3VIaMpbmaqgvoUpWS6IXBifXtc3PbI7ukI2xl4+qu3tH/kL5/tAsCfuGv1RREv923u1AGsBtDmczH04u7BdDrntkOmAr7a/eDGc4rRDQ/t1HCyBmx6ikPWfPmQNV+9AMY/SEv4nwfKKR+ljzJHpY8yR6WPMkeljzJHpYFSEGAVQoipS7mOHV2JywEsA7AXMwa00+8/tX9Uh+y71FCcpt3tspDW14MAxm5dVntGDdF9mzuXU2AD9xFqrwr214U0MpC06sZzTlUidaQ+zvbHb5jzwqH28Js0rk3UUiLmTS/fdik5OBw39vdXmoeGK0LdYxWRnpGgMpE1Tgyy4wGHz69JF+bXJnN9E0F9IBHS51enCzctHUhZrqrkHU3JO6qSd1SWdxSWdxgtOIzkHYUUbEb7JgNqMq+x2XrvUsJRFXb8mojt900ElLR10gCjNmL5n7u6PwcAQggy7T743Veag6Ppk9vXVpcpbP7qc79zjPzjKyP+zZ+yfQ6X8zc8LlxPcJJzfSVVcMOWy6scX0Qdj5uWy6O+EMTxeMrxxAQhGKgIqpmmuMEihhL1uDAODOUKGds3CbD9mvnRlQAG71zTvOtdcE4gUwBDkGYQAcyiLoUQNOf5V1uev1BA+BqlY8cTltU1kXdzrv8mgNcBUCHE1Zbrr59MW9z2eAo4qwEHADBCwJc1RjKJrL20czBT5/miH8BTAA60NEQYgPUAqurD+tufXtnYDFnv9BqAI+vb4+9aQF3IdVR0H1w423GYBc0A1P7RbM+uQ+O1xe3bD2D/dAphMW1wXnGZIZwpDh2cmYKY3HbPuvckkn+R8UHc58p4fyhzVPooc1T6KHNU+ihzVBooBQHWLITov5TreOS1/sspwSd0RudQQiKQNTdph4sBy/MH864/KU4zngAARmCojMYVQuKMkihkpEVwIbIeFwmXi4THRdbyeI3t8Q5wkRIgZthgbzFKXJ3RcDrvtk1mnJV1MSPj+DwIeKhSe7yWwJ58k7HHr9CORgJ0sl4luShAqScCwUTWKxwcDKuHhiJa10gs0D0S0rpHgowLesa+TUOhHKbmC1PzRUDzhaFxEdB80TUcVLK2emLA3RjPe392x/7J+liBV4Vsn1JBCDh/YPOi2A9flwYYmuKL29cOJL66qWsKADwPiqJIwfHNze2VT7zZFHM8RigRjqYqf/NP3/jmrrzrrTyWzCf6ktYVXAiPC2FzjoIAspRgkhAyoVBMGirL1EU0aqgsVjye8HyRn8y57kTORarg6b5AGMDL6+dHjwH4VQLsbwiatS7ny8+y+5QLaL4QBi9OkEYPBNIYApCRs1nrx1RKM5bDR/YMZ/hYzkkCeAvA4eL7K23Xv2kqYyl5x8+6rq/Ytm8LIQrF5RFKCTVUxgyVqrrKNEOlJudiwUjSEpbLdwN4tKUhYkEKlcUA6JLa8L6b26un+4m9tL49PnJWci8A57qO7tvcWQFggxCCjk4VuoUQ5xR4QoC8czRhZvNuO4AEZLRrYvr9DQ/tDAK4HNIcoxfSrj697Z515zKP+X8aH8R9roz3hzJHpY8yR6WPMkeljzJHpYFSEGCXPBR63+bOdshUKgCAwWggpLHqqK62BFRapTEaApD3uJhK217flOWOpmwvc7blBVUaCmlK3FRoXGEkRADYPg8kCl41gdgznnUbBCG9hkqPA8BU2q4Ynsova2uM7DQ15psKqxJczPN9MccXIkgAxLRkYW5wX6bRfAshNbGwku1zg2y8gsLXuKD0toeuaTw8FDnhMNhak3H+8UuvD4cNxw3plqsrPgeEEEKAC8a4oNQXlP3ZU8uqfvjG3Oi0sProZaPjv37TWFfGi2VsPzSZ8yPjCad6aiwXP/7IE+MfymStFUzRdixZ/6m/MIIxHwDe/t4D81d89r5eALBySfbOjse+5jnWlU21dYd/+4u/PZh1xeLRnB3UVToaMZS/DBvKAGQ0hAFgnAuWd7mZc/yI5fJIsuCpGcs3hIwEEkgL8lEAIwBGHr5jafrRXf0qgM9U6lrBF+JaLsBURgYIzuwDBgCEwGGEWAqhlkKJRQmxAGTyrm91TuSiY1mnkoszGzEDIFMFl3pc9AN49eE7lqbvfuwABbDQ9fmNiawVzRS8lOdxxbI8Hg+qfR9aXqupjBIuBPK2r6fzjpHMuSSdd0nG8tS87Ws5yxswNLa1tirYCCm8QIDDn7+sqVAV1FYCsAC8uL49npxxnioA/PfSZHu26+i+zZ01AK4H4L52YLR7eCK/BtK6/UKE0iBktMsHTkS75kM2mPYAvL7tnnV973Y7/19FOeWj9FHmqPRR5qj0Ueao9FHmqDRQCgLskvcjWH3/tgUAVpztfYUSWh81KuqjRkN9zJwTNdWYxijzOE8l8+5g31R+oHMkM547S23Y9DJaa4P1tRWBa4KUDmgqawRBlPu8M5lzRgcSBbt/qtDmc/EypAX3KYgHteqaqDE/oCtNAY1Fw6bSoAi/t1bvmqpTX/cfe/7I1a93aotdn1KVcXHdstzIp6+3+hxf82xfdz2hWZ5Q8x7X8j7UnCf0rCuMrO2p+cefH79hbMKZz/TQzoVXfvIB1QiOApj6r+tbOaR7nZl3fXMgWajO2N50pO8EMokJLRyvOtHEWACmz/mnFUZaGSNTqkoOmyr7lx29qSFIoVs7yyGycTIdbQzA6LST4On4t90DpsHoHyiU1gshvJCmvmMw9vT69vh5jSXufuyACqAVsl9UFDIN7ghk6unZ+Es/fMdScfdjB2qEEFc4Hu9I5x0jXXAznAtaKLhUoeToxsvq1cHJfM3hwYwpQDhk9MuilBQYJRZjpKAwaimMOpSSGgCuxsjh/7Sm2QtqymIABqTl/J717fETlvr3be6sA3AtTvbKQnFbxyDrxYYBZM4lzGZeR/dt7mwAcB2A7J7OibePDWfWAUgCeKH7wY2zNqM+GzY8tDMEab7RCGmQsXvbPevK/UPeJcp9V0ofZY5KH2WOSh9ljkofZY5KA6UgwC65El/4354NGIbiMXb2FL7Tcfc188KNMbPFUOlyRkkLIaQCQFYIDHuc753MOkcfffXY+ET21PHssnnxYGXU+NWc5W6eyrh2PKR9vDakZZbWhkbSBXfejq6J9WvnVbxVF9VHPC6GcrY3vP3wxOg7Q+lT0sKWtMTCbXXBLw8krAkiSNRURGzXKz+9dnxsqLm2uq7z05/47BZNVX1KCKcEIIQISsAZIZzI1wQtvkYpQc729azjBfKOH8i7ftDlPEZAAiBCI4AmAKEz4hia4p+eqZdLJcLBaPxERJARQiqD6gSh5LWs47E9A9l+xxdzIM0ZdgMYeviOpe+qjmlHVyLIhajPu96qvOffDYihiKa9bSjsmfXt8c67HztQAVmXNBsopECIQkbTjgDofviOpSnghFV8DKcKnGkQAG2ez1dkCm59Ku8Qn4s85yJhWV6Q+3zg5pV1OY+LOW/0TMUNXTUMnf2MEJKAjCRNTx4j8E2VIWaq5BNL6iIqo4sho4DdAPavb4+fIjjv29w5D8A6yDS/7Q9s6pgpyhQANZA1iXXFfQNOplSegsFDe+obF60ahowqjh0+nnz90NHENcX/n+t+cGMaOOE+eD5M13atLh7P17bds27g3F8p41woP3EsfZQ5Kn2UOSp9lDkqfZQ5Kg2UggC75Lmol/3JC9dYlne16/KXALw5Wx+i82FHV2J6kL8AwHLIKI8OYAKyOew7AI6tb49bRfe4zwDY+sCmjv67HzuwCjIC99M9XeNZAJ9urQ6++oWrWwTkALsWcqAuIAfjgwCGUo6b9oX4DIDtP357rA9yQF4DKTimJzbzf0aJaqo0qCs0pDISVCgJMkqCpspUQ6V22GAioqssqDFbpZRTAo8RkiGEuEKIrC9EQZymwA7vfbN64cq1JxzvPC6M48nC6pGM46YKfg+kuUn3w3csFTu6EvWQYsc/y8Q9n9cUfP8yT/DlHheNvhBxIcAEBCcgubCm7A6p6pMADj26ZzAK4EZI4XEYs0MAGH74jqVJ4ITgqgHQ7nM+N2/5rXnHqzuLcSGxXd/wfDEhhHjHtv0px/GjAKyrOirHq6PGop2HJ4KCksqAoe78zStbJkGw3BfCI5AClxAiaLEJMyXEJYDHgSPDWfvg/rGMi5PHc3q+CMAayCbMrzywqeNdRaVm3YniddR275Zpg49mAD/rfnDjMABseGjnAkix5+DCUhAHIKNd73vbyijn3P8ioMxR6aPMUemjzFHpo8xRaaAUBNgld2P52o8PXZ3MO782lbbnZnMuDZnK8Za60DGF0fdlGsAo0UyFxSMaqw9qStxQWYAArs9FJm27I2N5p9b2eA+ACS6g2R7voIQUGMHRY6PZZRVhbaAirE/MXKahUDOosYipsIjKSAAglBA02x7vy7vegOMLT6EkoBASYIzolBBKCQiTc0oJASXEIwQ+AbEB2ASwpDEGmOVxz/Z83/GFcHxOBYFBZzTR5QIWTkvVs/IZwwiEZ4arRd7lT2dt/7WH71jq7ehKUJfz1TnX+4Tj+7VcLk8VAhrk39qM71IB+ARIq5SM6IwNBBQ2wigdh0y1GwEw/uiewTCAGyAF5s+mxdVsKAquagAdRcE1P2e7DZbr60Xb98MA3oCsuzoD+byb8Ty+DEBcV2jvR1bXE4XRjjd7psLJglcXNNWumxfWdJs6+9h4zklOWe5eSCFzivjFqaJ4Jk6vPTsOYNcDmzp8AGi7d4sJKZpqISNOs33nnHDTY0E1UpODjPK90f3gxs5i3dZCAFdARgVf/UVvaPyLirLrVOmjzFHpo8xR6aPMUemjzFFpoBQE2CUPhT66qz8OoMb1OXntSGLJwHj+8kzOMYIqO3jt0prXm6sCs9YivVsQgARVpVqndI7G6EICVPenrTZDYcNVAe1Nx/e7949l1NG0s6QyqL78RtfEinhQ679hWc2h8yyXUUJ+RaUkoRA6RQiSFCQFIONx4XlceLbPPcfnhutztegGGCCETFuwBxVKuMqIozDiUEImISN34wAm7lzTfM5c4LNxtKMrYVqevzHnede7nE8phJge5wql9HVGSEGl1FIpLeiM2pSQmdG6KUixlZrZDqAopCoAXA1ZL7X14TuWTt792IH5tutvshyvfrbtEwC1XD9mO77ucZEB0CWE2J7NOmNCoA1AkzyMs7sgAkiumBs9Hgtq10xmnJbhRCHlCpjhgGovboz2NUaNq4XA0GTBefSPb2m7aE+N2u7dEoWs1QoC2NH94Mb3nOY3k6Oi8FoGmUJ4GMCb2+5Z966jvmVcPJRTPkofZY5KH2WOSh9ljkofZY5KA6UgwD7wjtzFAeoS2/Y+lMk4lbbt7RcCP+t+cGPyYq/r+YMTgX1jmc/GdLWhvTLoAqjxObf7U1ZF2vZ6X+saH+oazR5//Q+vf+lcy3l0Vz8B8ElIATNtsT4THLJv2fSUmfn/nWuaz1mTVeybFYIUQKcs+9UXnwtfdf3NJ2rAhBBKzvM+nPf8Dtfnb0U0ddj2/VttzjfbPn/6zjXN5zypii6D1ZC1TXUz1ikgzSJ2P3zH0rG7HzvQYrv+Rycz1hUFx09CRrFmW7YQQryTzTqjBGjXFNqmKtQIm2quOqKnCUQsa/tzhMBsRYAEQLXj8WTO8Q8YumJGQ1qwOqyrc+NmdU1A74sZyqMfXlp9VlfMd4u2e7fUQAovDmD7tMV70d7dxAwHyRmTgpMC9gykjh0IRecuzUI2O+6A7Nn11rZ71l2UpsxlvD/8PO5zZbw7lDkqfZQ5Kn2UOSp9lDkqDZSCAGsRQhy/lOv4y229bbGguoBR4kEO4P3p+fHJfN3Rsdya4clCJbjoWzEv9uri5ugE5OD4ok2Hx/KXcyDSVmE83RYPV1NC2say9vVTBfdy4XPCuZhcVB95lhKyH8DR9e3xM5rVFkVYAEDhfIJqNvx43whRKG3iQrQAaBFAExeiggthAiBCpipmcZrImRwdjlbW1p+4WIUAPMFfrTaMg74Qn0s5Tsj2+be+sKZ5/O7HDpiQqXRhSDEQLk4zzR84ZARupDhNPXzH0pmRsCbX8zdNpO2r8o6XC6r0B1FDucn1Rfxs+yaEoKaupGIBddRyfW8ibcctl8PnIqUrtCcYUPsURs5IvxMCJO+JSkbJknhQjTbGTHNOxCDNEfOortDn309/rrZ7txiQQrO2OEUhBV8KUnhlAGDDQzubIVMQp50iz1Y/5xeP3RkX7cibW+rr1m4chkyz7Nl2z7qf74Vdxin4IO5zZbw/lDkqfZQ5Kn2UOSp9lDkqDZSCALvkodBb/vqVdi5wLSVgCqP5qKn0t9YGB9vqw3kU63YOD2fqj43n149NFVo8jw8vaoq8etXCqjHIATMrzumMv2fOZ9b/zPYaBUCn8u48yxMN9WF1FyGynxXngk7l3ZWZgtehU8IW1oUzjNIwAI8LkfI473O5GHE4n0Kx8e+MOQAIAiiMEJMSYlACgxBiUBCTEBhkRn1XEZMABrlAvyf4MdvnIwAyd65pPms93Okc7ehKKFyIW6YsZ33Wc3dygZ/u6E0pAD4EGc06BhmBm7adzzx8x9IzUuCKKYdxFCNhQoga1+fxqYx9ed72bF2lP6gwlOtsj1flHX+ry1F5lk2kXIgGAsQpJYIxOqopdIQxagOArlLT1Fho1iZghJB4QA01RY1Qc8QcrQ5or0PaxJ+Rltl27xYKaWQxH7IG7FwgkIJqDLLH2SiAdPeDGwVwIgrbDlmfNQzg5W33rHvPqbDllILSRpmf0keZo9JHmaPSR5mj0keZo9JAKQiwS96PYEdXoglyoH/0dx/bC0iL7XmQkRkOOQA+CmAwEtFjvs9vymadRfm8O+r74mcAuqYHzu8X923uXADZV+mxBzZ1nIjI3P3Ygbpk1v7iWCLP44b6zd+7uaMCsp/VCkj3xTBk7dS0/TmfMS9ACp1kcT4zBdGerrPa0ZXQIB0Ko8Vp+m9NCAGXi4DLeej0bbYLeVU3Aye2lQuhJh2XuZz/YEdvqh/AVZDukC8+fMfSE09Vij25pqNg0/OoECLmuDxuuV6T5fKY4/kBnwvf56IAIK0xsrU6qF1uuX5jwfG3ugLXcy6mfC62YXYbdqGpbCBoqiMVIc2uCGmVBGg3Fbo0pCmNEV3RoroyTgmZrQ6KxAylz1DYy+vb4+OzvA8AaLt3y6Lifr7W/eDGg2f73Pmw4aGdFJLTFZD29G9cDGOMcl+P0kaZn9JHmaPSR5mj0keZo9JHmaPSQCkIsEuuxHd0JYKQUYt5kHVOHMAQgKM7eyeG/n3XQA2k2GmCjF7lKSXjus7mWJbXlsu5ac/j2wC8fTGE2H2bOxsB3AzgBw9s6jgR9bj7sQMkkbFvT2XtG0Om+odP/ubayRn7oANogbRXV2ZM7LT/z9rsTAjhWL4vLJ9T2/dVh3PD58ITJ1MyU5Ai7xSR88rTj8+5+iO39814iRdcf9+uvuwiAKuFEK/1T+ScgK58UmWklQtQIYTqC8F8XwguBPG5ED4XXAjhcgG7uJ5eAIeb4saEzmiL6/EO1+fzHY9HbJc/b3NxDeci53r8b65YWJ0GUHWWXaMEaDQVumxacMUNdbTSVA+rjB4G0L++Pf6eHC/b7t1SB8nVUQCvNDVFBOR5RCAdC13IaNj03CkeyxAkV9Pph2bxdQGgE8DbF7M+q/xEq7RR5qf0Ueao9FHmqPRR5qj0UeaoNFAKAqxRCDH4Qa6z2NOrAXIg3QQpWvKQg+yjv/vYXhfA3OL71YyRhb7PawsFb9R1+VOQUZD3ZWF/3+bOSgCfAPDDBzZ1pGe+t/Fbr7X5Pv/9qpj53aCpvjizPup0FOvCDJystQoVp5m1V9PZdxwyBfEMB8S7HzugQQqcM0w4jr72XM28K28em/GSBmB5znKH87bXoip0BRfCt11/NKgx1dSYq1CSVRnN6ipN6wrNKpRYedtnWcsLOK4/1/VFi8+FBgCciwwh6PW46M3aPgghH+ECvufzb13eUTWuUXJjZUC7LqorZ03RC2tKaobg6nuvgmsabfduCUEKLw/A890PbixseGhnO4BrICNXNk5a7E/b7U9PDDL6OJ1+OLbtnnX597M958PP4zoq48JR5qf0Ueao9FHmqPRR5qj0UeaoNFAKAqxSCDF5/k++dzy6q78dwGXn+gwl0DVKqxVKa4iMVoALkXC5GHd8PjmRteODU4VVI0lrUSrj0JCp9Lc3RPbVxPThsKHkCHlXbZsAAI7HjbGce2VlQNltquwUl71E1jbfOJL8aGttKNlcYe40VJorvjXbigo4mXJ4yvzONc0n0tu++L19QdcXjQKiQQg0CIhKzhEUECYENC6EJwT8088IJ5cytWB0hvgRlBJSCYBYjj+mK0TURg0a1tnAO30pJ13wwoQUC+IIASEgjBJPU2heV1nO8/lozvFVQuk8QrBACEQgI0MuF+K474sfXd5RNaRQcn2Vqd7YEjWHaoL64+vb4+/Zpv1CUKzxWgyZHugAeLH7wY3jGx7a2QDZDLoPslar5CzdP4jrqIz3jjI/pY8yR6WPMkeljzJHpY8yR6WBUhBglzwUuuGhnZUAZu0hdTYolJD26lBVQ9RoDOtKHSFgHhdWIu+OHBhOBYemCssLBbdaCCQMQxmhlLiEkClKSb+i0BFKZ603OgOGyrR5NcEPT2ad18dS1imOe77PNcf2P15TYVJVZb1TGXsXAEYAgzESZJRGKEGIUhIiICGFkiilCFNCwoSSMCUkgKL7IAHAufAFkAdEngvkOBeWkGYfjuDwuBAuF+KM7c6N9VUFa+bMbBjNNEZYdVjXqkLqcM9wNnNsLKeahlofMBSXECQFEBICISFEUAiYmCEchUBeCHGEC9HpefxA3vImd399gwCA+zZ3KoyQayoD6i0tEXOyLqT/x/r2+LF3w927RTHN8ArIOrVDkKmm7oaHdsYho2BZAFu33bOuZHOmyykFpY0yP6WPMkeljzJHpY8yR6WPMkelgVIQYBEhRPr8n3zvuO2RXZ+DwO2QKXg2IbAIiAUCmwhYAHxcQARLYVACqhI1VRpXKDU8n4cTWScykswLzxf9kZA2QhkN+L6IQKaheQojKcpIihF6rhQ0Eg+qSwqOP2S5/JTu5JwLmszYi0OmYpmmGhRCTEBAFYAmBISA8IUQXAj4XMDyuUhzLtIe5ynP5ykuMB0Bm7bfL1ACJ2KqWthQzJChBE2NhTRGhKpQh5409jiBXHLKDMYqTkTAhAA7OpZzOgfTzPNFPhrSiKaxpdm8my5YXg+AQZx0QEwDyE0LrGnct7lThayNqqMEDabCmk2FxnSFRuqC+lRD2Hh8fXu857yknAVt924hkKK7HdLEBKfvVxEEMi3z9ek+cBse2tkEKcgogOe23bOu5PtlfBDXURnvHWV+Sh9ljkofZY5KH2WOSh9ljkoDpSDA5gkhjl7KdWx4aGcjpAkHY5QECCEhShAihAQJEASBcdpXPCGQE0JkhUCWC5HjQuSEONV6nABojBoVMVNd5nr88vGkFRVCjMYj+qt5j3eNpK2C6/FazkW9EIjK/UWKUjLMGB2l9NS+VPNrQ9cWHH94KFHonvm6EIIUCt61qkLHYmE9zYWYdDw+6nORgez7ZEGmIdofXVmn4GQt2Im55/OKrOWFc5Zn5m3fyBRcP13wvGzBdXO2n/G5mK6ZOqPPVG6wszrY2DHTIVAA6I0E1Tmqyj5iO35PNu8+CaDnhssaxIx1R4pTmBFSoTES1xg1dUYjukIjQZUVgipLRnRlMqCy45SQ6b5gqWnnxgvFWQTXEGS91uD5zFM2PLQzBGAtgDkA+gHs2nbPul+YG9QHcR2V8d5R5qf0Ueao9FHmqPRR5qj0UeaoNFAKAuySh0K/uf1IDeTA+oJge1zJ2l7IcnjI8XnI9UXI80VYCHFKTy1CiKswklEZyWqMZvO2Z0ykrZXc4a1hXfGumF85MKcqmPa4SORcb3A8Z4/0TeaDI0mrMVPw6jgXGiHwwqY6XBszhhriRiLj8ispYEUMZe/MdXEusPPwxDrH45WaQlXGiEEJOb3HF4QQnseF5fmi4Pnccn1RcFzfLjh+mgskIa3qUzMmHUAVAWpUlc5jjFaS0+rMcmPHqoM1c08IMEKgGroyD8Cblu1/96Xfu8YGgL/YdnSxAL4Y1phQKbU0Rgq6QguGwgqmQjMao+OUkAykOcXI+vb4BRlTtN27JQBgA6SYmw2kOA0D6AIw1P3gRg6csH1vgjRVYWf5bj2kiH0DwMAvYhPjckpBaaPMT+mjzFHpo8xR6aPMUemjzFFpoBQE2CXvR/DN7UdiAKov9nJztqdlLD9UcP2I64mwy3nY5yLsejyWs/2OdMau8TyebqgI9C5sCBcqg3ogqDLX1FhGZeRI3vOPH5vKZXtGsnWJrDPHdnkFANRVmNXhgJqNB9QnK0La6Q1/PZw02bC/dl3rWQlcff82AmkoEgFQSQjqNJXNVRitUBiJMEZDlBKLEpJhjKQZJX2M0RHINMQTyE+NaoGK2pnbwQEceuKu1daOroThc7GqO5H7pOMLrzVm/mNIU46vb4+/b4v1tnu3GACuh3Rm3Nb94Mbh832nKLgaAXRApjgKyIjWUchjNxsmStFY492g3NejtFHmp/RR5qj0Ueao9FHmqPRR5qg0UAoC7JdWiW94aGeUc3FDLudcZtu+EzCUvQ21oVFdoVWVAa01rCv1ukIjAOD4PJN3/L7xnNOdzDl22FBWKows6OpP7Sr2zRqAFBGTONVmPqwwWs0YqWaURCglOqXEpJQYlBCDELiEEItRkqGUJBVGj1JKRlC0oX/irtWnpEHu6EqcUQz3oaW17S8cGO2a8RKDdAtcmrBcc/9YpjbreI//2Uc6LgqPbfdu0QBcBymgXux+cONAMUWw4SxfIZCiqx5ScA1ARsJGfxGjWe8Fv8zX0S8DyvyUPsoclT7KHJU+yhyVPsoclQZKQYDVCyHOG9n4RcaGh3YGhBDX5XLu2lzOsVyXbwewa7qX2I6uBHE8XpGy3EWWxxdlHS+etX11LOeYec+vG0jkt9sOj3s+rxFCBAkhFiEoUEIsSkiBUEwySscpJQmctKHPAsg+cdfqM/ph7ehKGJA9v6ohmwXHcbKB83Sz4BM43tsVa5nfnpzxEudCdD97ZCLscdEA4MczG0q/WxQjXXXFqR5SWL7U/eDGYxse2hkE8CEAAQBnM+UQkOmHI/+vCK7T8f/CdfSLjDI/pY8yR/9/e/cfrUddH3j8PfmNQIiiFJoiqZUfapVYZIUo5KZfLaHsLm6rBbscNihSt+IGdytlXTiELvYo8VfsLlZ+xrj2ILvVk1q6aPfbBMQ0ckCiohGjNdBGAyi/cklyk3vv7B/zfcjcJ3N/EC7PfPG+X+fc88wzM9/vfGY+95nnfu78yp85yp85yp85ykMOBdjLyrJ8dPw5X/iWrNowqyzLRbt2DS7q79/Dnj1DG4ANW1Yu7T7NkK//8PGZwMt/1j9w8vb+gb5Xv/SQjbNnTHuE6vqpabWfguqI1LQxfqZTFTAdA6QjYKm/x0877sXDl972QAEcTNc1YF/9iysOP+P9/73+zIg5wJnAd6856/j7xlvvdIOMF7HvphxHUB3dmpmWtZvqgcXbge1bVi59esmqDQdRXfd1GPAP65Yveni85UxlU+lz9EJkfvJnjvJnjvJnjvJnjvKQQwE25Q6FLlm1YTrwhl279vb19++ZNTAwdA9wx5aVSxtvSnHpbQ+8FDj7VYcf/PevfMnBs6muwZroT+f28ztPO+7F5aW3PTCN6ojXEew7Cta5C2QJPE3X7dq3btowf8HCRfWnpg8D37jmrONH3J792A/e/hLgpNRvXQnspLolfecmHA83FZ6p8DotxbVu3fJFP23aJhppKn6OXkjMT/7MUf7MUf7MUf7MUR5yKMAOKcuyv9UgWrJk1YYCeO3AwGDYsWPPYQMDg98pS+KWlUv3e+7Upbc9MBd4B/CPVAXNjPQzk+oI14xxxnWOag0Dj1MVQT8HHr3mrOPHvBhzrBwd+8HbDwZ+C/h14DHgHqriatRfrLTeh7LvtMPO0TCojobds275oofGikkjTeXP0QuB+cmfOcqfOcqfOcqfOcpDDgXYb5Rl+eNWg2hZKkiO3bNn6C39/XuO2rVr7+ay5O+3rFw64hDxpbc9MAf4Taq7+T2bn6Frzjp+Qok+9oO3d04LfMaDN174imPefcM/1UZ1bsLxKqqC6VvAT7asXFouWbVhJtURtrnsexZY53lknX4LqqNhned+PbJu+aL9joZp4vwc5c385M8c5c8c5c8c5c8c5SGHAuzYsiy3jD/n1LBk1YajBweHz9ixY+CYXbsGfzI8XH5ty8ql/zJZ/afrsQ5m5CmIc9lXHO2l6xTEXdu+d9RB819Tv2CzpLrL4OYtK5cOpVu/nwC8Lk1/lOpUw6fYd9rh0+uWL3rOt6ZXMz9HeTM/+TNH+TNH+TNH+TNHecihAHtRWZYTeiDvVLJk1YYjhoaG39rfv+eEnTv3/mxoqPwa8OOxTu1Lt2+v36L+kPQzl+o6r07bfqoiqXMjjqfG6rcpR+mo3QKq0w8PAn4AfMcjWe3wc5Q385M/c5Q/c5Q/c5Q/c5SHHAowLwYcw5JVG+YND5ehv3/P63bu3Pv44ODwZqo7Cs5pmH0v+25DX3/dsWXl0hHXeaUC6iCquwzOS6+HURVuI05BfOKfvv2r815xYv1mGNOA2cBW4Fvrli/yXOKW+TnKm/nJnznKnznKnznKnznKQw4F2K+UZektxsexZNWGg8uyXLx37/DR06cXu6ZNK/YWxX7PTO4oGXkN2DBV0Taza76dwJPAE+n1SaqCbcQvxTc/fO4Rb/xvtzxS73/d8kX7PV9M7fFzlDfzkz9zlD9zlD9zlD9zlAcLsF9C6Zqs+l0QpwM7D/T0QHOUP3OUN/OTP3OUP3OUP3OUP3OUhxltB0B1+pu/CJMo3eximOqUxMkwD3OUu3mYo5zNw/zkbh7mKHfzMEe5m4c5yt08zFHrcjgC5sWAmTNH+TNHeTM/+TNH+TNH+TNH+TNHeZjWdgDA/LYD0LjMUf7MUd7MT/7MUf7MUf7MUf7MUQZyKMB8NlT+zFH+zFHezE/+zFH+zFH+zFH+zFEGcijAPA81f+Yof+Yob+Ynf+Yof+Yof+Yof+YoAzkUYB4KzZ85yp85ypv5yZ85yp85yp85yp85ykAOBdhjbQegcZmj/JmjvJmf/Jmj/Jmj/Jmj/JmjDORQgOVwK3yNzRzlzxzlzfzkzxzlzxzlzxzlzxxlIIcCbG7bAWhc5ih/5ihv5id/5ih/5ih/5ih/5igDOTwHbE5ZlrtbDUJjMkf5M0d5Mz/5M0f5M0f5M0f5M0d5yOEI2DFtB6BxmaP8maO8mZ/8maP8maP8maP8maMMjHseaAhhGnAtcCIwAFwYY/zRJMawZxL70vPDHOXPHOXN/OTPHOXPHOXPHOXPHGVgIkfA3gbMiTGeClwGfHySY/jFJPenyWeO8meO8mZ+8meO8meO8meO8meOMjCRAuzNwO0AMcaNwBsmOYajJrk/TT5zlD9zlDfzkz9zlD9zlD9zlD9zlIGJFGBzgSdr74dCCCNOXbz55psvuvnmm+9JPxc9mwBuuummxc9mfvWeOcqfOcqb+cmfOcqfOcqfOcqfOcrDRJ4F8BRwaO39tBjjYH2GCy644DrgugOM4aLn0Fa9YY7yZ47yZn7yZ47yZ47yZ47yZ44yMJEjYN8AfhcghHAK8N3nNSJJkiRJ+iU1kSNgXwbeGkLYABTABc9vSJIkSZL0y2ncAizGOAy893mMwcOg+TNH+TNHeTM/+TNH+TNH+TNH+TNHGSjKsmw7BkmSJEmaEiZyDZgkSZIkaRJM5BqwSRdCmAZcC5wIDAAXxhh/1EYsahZCmAncBCwAZgNXxxj/ptWg1CiEcARwL/DWGOMP2o5HI4UQ/ivwb4FZwLUxxhtbDkk1aV/3Oap93RDwHj9H+QghvBH4aIyxL4TwSmA1UAL3A+9Ll0moRV05Wgj8BdVnaQA4P8b4cJvxaWSOauP+EHh/jPHU1gKbwto6AvY2YE5K+mXAx1uKQ6M7D/hFjPE0YCnwP1qORw3SH4+fBXa1HYv2F0LoAxYBbwIWA0e3GpCa/C4wI8a4CPgz4MMtx6MkhHApcAMwJ436BHB5+l4qgLPbik2Vhhytovqjvg/4EvCnLYWmpCFHhBBeD7yb6nOkFrRVgL0ZuB0gxrgReENLcWh0/xu4Ig0XwOAY86o9HwP+Evhp24Go0RlUj+74MvAV4G/bDUcNfgjMSGdmzAX2thyP9vkx8Hu19ycBd6Th/wu8pecRqVt3js6NMW5KwzOA3T2PSN1G5CiEcDjw58AlbQWk9gqwucCTtfdDIYRWTodUsxhjf4xxRwjhUOD/AJe3HZNGCiEsAx6NMX617Vg0qpdS/YPpHVR3k/1CCMH/OOaln+r0wx8A1wOfbjUaPSPG+NeMLIiLGGPnzmE7gMN6H5XqunMUY/wZQAhhEXAx8MmWQlNSz1EIYTpwI/CfqT5DaklbBdhTwKH1OGKMHmHJTAjhaGAd8PkY41+1HY/28y6qZ/StBxYCa0IIR7YZkPbzC+CrMcY9McYHqP4b/LKWY9JIH6DK0XFU1yV/LoQwZ5w2akf9eq9DgSdaikNjCCGcQ3VmxlkxxkfbjkcjnAQcC3wGuAV4dQjhU61GNEW1ddTpG8C/AW4NIZxCdYqOMhJC+BXga8DFMcbYdjzaX4zx9M5wKsLeG2Pc3lpAanIXsDyE8AngKOBgqqJM+Xicff/BfwyYCUxvLxyN4b4QQl+McT1wJtU/CJWREMJ5wB8BfTHGx9qORyPFGO8GXgMQQlgA3BJjvKTNmKaqtgqwL1P9534D1fVFF7QUh0b3IeDFwBUhhM61YGfGGL3ZgzRBMca/DSGcDtxNdcbB+2KMQy2HpZE+CdwUQvg61Z0qPxRjfLrlmNTsvwDXhxBmAZupTo9XJtLpbZ8GHgK+FEIAuCPGeGWrgUkZ8kHMkiRJktQjPohZkiRJknrEAkySJEmSesQCTJIkSZJ6xAJMkiRJknrEAkySJEmSesQCTJIkSZJ6xAJMkiRJknrEAkySJEmSesQCTJIkSZJ6xAJMkiRJknrEAkySJEmSesQCTJIkSZJ6xAJMkiRJknrEAkySJEmSesQCTJIkSZJ6xAJMkiRJknrEAkySprAQwpwQwtY0/KkQwsvHmO/ChvFHhhCuTcNbQwhzJrjc14YQTk/Dt4QQZh3wSoy+jItDCJtDCOeMMv2ZdR+jj4tCCDOfh9hG3dZp+ukhhNdN9nIlSe2b0XYAkqQ8xBgvGWPykcCFwA1dbbYDf3wAi/t9YDtwZ4zx3ANoPxG/B/xBjPG7z6GPDwFrgL2TE1JlnG0N8C7gFuA7k7lcSVL7irIs245BktRDIYRDgC8ALwZ+BPx2jHFBCGE98F7gcODjVEXHTuDtwCeAc4CPUZ09sQg4BHg3cHOM8ZR0NOkOYAHwMPAfUpsTYoyXpaNjPwDeBHwD2AOcB9wKnEBV5N1E9c/BEvhPMcZvhxC2pPmPT/3+foxxqLY+C7rbAW8ErgF+CJwTY/zJOOu+GLgyrdshwB8CpwH/E7idqmD8LHA0cBTwNzHGy7u26/eBrwOvAR4D3pnW8WbgFcB04BMxxi/WtvW5wK8DRwDHAB8Afg7cBjwC/GvgKuCVwEHAqhjj5/fPqiTphcJTECVp6nkvcH+M8XSqoqLb26iKosXAZ6iKlQ8D348x/lmaZ3OMcRGwq6vtZ2KMi4GtwHuaFh5j3AaspipG7q5N+hhVgXE6sBy4MY1/BXBFjPFU4GXAyV1d7tcuxngdsAk4v1N8jbPurwHOizH2AV8C3hFjvJHqKN25VIXXxhjjGcC/Sv10exHwhRjjm6kKzT9KP4+mbfUW4OoQwku72g3EGM9MsX8gxngvVdF3KfA4cDrV0bylwBCSpBc0CzBJmnqOA+4GiDF+k/1Pr/tz4FeBSHX0q+n0uwcaxu2JMW5MwxuojljVFePE9SrgzhTXJqqiB+DnMcZ/TsP/DHRfZzZauyajrfs24NMhhNXAEqD7uq/HgJNDCF8APgnMbuh7b4zxzjTcWf96bDuA7wO/0dXuvtHWLbW5BLgO+OIoy5UkvYBYgEnS1PN94FSAEMLr2b/YOA9YHWNcAnwPuAgYZuR3xnBDv7NCCAvT8GnA/cBuqlP2AH6rq333d9Dm1I7Uz/Y0frxz5Udr12S0db8euCDGuAz4KfuKxU6cy4AnYoz/nur0zBeFELoLypkhhBPT8Juotl09tkOB1wI/6WrXtH7DwLQQwlHASTHGfwecBVwTQvD6bUl6AXMnLklTz18Ca0IId1GdKjfQNf1u4IYQwtNUhcBFVNcjzQohfJT9TzvsGADeH0I4FngQuAw4GPiPaVn3Ak+lee8FVoYQNtfa/wlwfQjhT6gKo3dPcH2eTbvR1v1/AV9P6/ww1RFAqK7p+jvgfcBfhRBOTW22pHm2dfX/p+nuhg8Bl1MVV9en5R0EXBVjfCSEMN46fRP4CNU1dEeGEDZQnX74sRjj4HiNJUn58iYckiRNgnQTkhNijLvbjkWSlC9PQZQkSZKkHvEImCRJkiT1iEfAJEmSJKlHLMAkSZIkqUcswCRJkiSpR6bMbejnn31+uW3tmmL+2ecPb1u7ZlrXtBXb1q5ZMf/s81ekUcvS6zxgzra1a+bMP/v8kuoWwINUz7XpPCxzBjC91t2TwFz2PUOmTMNDXfNJ0nP1JHBYD9qWVLejn86+fVqnfX3f1rmouACuoroN+yDVw4M77eoGgFlpeBjoZ9++dTtwJCMfPNy9Hx1g5PfYYK2/p1J83fvkzm3nZ1PdKv/I1Mdgbdy8NM8haXlDKba5wJ40bSOwIM07N427szZuTorlobSMjllpvlPSOv5a6hvgU+l1GbCa6gHMm9K8u2vD24GtwHqqW/1/pDbveqBv29o1ffPPPn99bbnrgcvS99nW1H5BWk5n/hUA6ftwfWoD0FfvZ9vaNSsA5p99/hPb1q6ZV/vu7Mz7TLtOv7Xv2Gem15azEHgitVldb1vrl67lLKPadnel9Tiytl0663s5cHVDXMvS61ZgYVqHTrvVnfWtbcP1qU29777aMFR52Ng9La3j1m1r1yyoxd+X1nlTfR072ykNb922ds2C+vj5Z5+/vnt71l9r24amaQ1/61BvV/8bqLPsNH49I/O+3/K6++jut962Pr1p/q7+1ne20Whx1LZLfd5Rt8lE425YfmP77ri6pm0FVjetb1Nuxot3vHUYbdpkGmM7jLv8yYhxlO1Sblu7pvv7JWtTpgCraUrQlcCK9DqW6eln9hjzdP9B01mexZekyXagxdezbVuwbx/W2ad12k/vmq/jyq7pTfve+r50eldMxzTM370f7d4X16cf1vXa1Ka+jOkN45pi67Rf3DBf07im/hZ3Tev0Xf8OurJr3tld7Y6pva/PW49htOFO+9GWuaKhr3o/K8aIu3tZnekr2H+dVtSGR+uru5+meDrq69W9bZriOqZhuGlduvM11jbufr9inL7rOtupO7bO+MVd77tfm/qqT2v6W2dFV5smnfXq7qdJ/XeoO5am6U3zdy97vDgWN8w71jZpMloc4/XZFFfdMYy+/k25GS/e8dZhtGmTabTlTGT5kxFjr9bzeeUpiJIkSZLUIxZgkiRJktQjFmCSJEmS1CMWYJIkSZLUIxZgkiRJktQjFmCSJEmS1CMWYJIkSZLUIxZgkiRJktQjFmCSJEmS1CMWYJIkSZLUIxZgkiRJktQjFmCSJEmS1CMWYJIkSZLUIxZgkiRJktQjFmCSJEmS1CMWYJIkSZLUIxZgkiRJktQjFmCSJEmS1CMz2g6gBWXDuKu6Xpel13nAnNp8Q8AgsLs2fgYwvTbPk8BcoKgtr0ht6/NJ0nP1JHBYD9qWwDDVPqyzT+u0r+/bOvvXgmp/ejnVPnN2rV3dADArDQ8D/ezbt24HjkxtO7r3owOM/B4brPX3VIqve588kF5nAw+mZcyoxfkg1b4f4JC0vKEU21xgT5q2EViQ5p2bxt1ZGzcnxfJQWkbHrDTfKWkdfy31DfCp9LoMWA1cAmxK8+6uDW8HtgLrgcuAj9TmXQ/0pX7uqC23My9pHbemWFfX5r+qNv8dqQ216dTGQbVtu9v1NbSrf8fWp3eWsxB4Ir1f3bDMjvpyllFtu7uo1uNI9m2XTpyXA1c3xLUsvW5Ny4Zqm3SWX192Zzss6+q7rzYM1bbdOMq0Tt+d+PvScjcxUn39HmwYf0fX++7Xpr6uGmdcU5tlXePrvwtjtR8vlqbpY/XVWfZ4cdzRMO94cUx02nh9NsVV9yD7fqe7+xhruzybcROZNpnG+/05kLaTsfwXlKIsm+oRSZIkSdJk8xRESZIkSeoRCzBJkiRJ6hELMEmSJEnqEQswSZIkSeoRCzBJkiRJ6hELMElSNoqiWFAURVkUxWe7xi9M45dNsJ++oijWp+EVRVGsmPRgJUk6ABZgkqTc/AJYWhRF/Zlf5wCPthSPJEmTxgJMkpSbfuA+4PTauN8B/h9AURRLi6K4uyiK+4qi+FJRFIen8b9TFMX3iqK4F3hPU8dFUawviuKaoij+sSiKHxVFcWYaf0xRFP9QFMX9qe/XPa9rKEmasizAJEk5uhV4O0BRFCcD3wH2AC8DPgKcUZbl64GvAh8timI28Dng7WVZngTsGqPvWWVZngp8ALg6jbsW+OuyLH8TWAFcPulrJEkSFmCSpDx9BTizKIppVKcffjGN3wW8HFhXFMUm4GLgWOC1wE/Lstyc5vvcGH3fnl7vB16ShhcDnwcoy/LvyrL8g0laD0mSRrAAkyRlpyzLHcC3gTcDv006/RCYDtxVluXCsiwXAidTHSkrGfmdNjhG97s7iwGKNLy3M7GovPq5roMkSU0swCRJubqV6nTDe8qy7BRUBwGnFkVxXHp/BbCS6hTFI4qiODGNf+ezXNadwLlp+C3AdQcctSRJY5jRdgCSJI3iK8CNVEVWx3bgXcCt6S6J/wKcV5bl3qIo3gl8viiKQeBbz3JZFwM3FEXxx8BO4MLnHL0kSQ2KsizbjkGSJEmSpgRPQZQkSZKkHrEAkyRJkqQesQCTJEmSpB6xAJMkSZKkHrEAkyRJkqQesQCTJEmSpB6xAJMkSZKkHvn/YhjXjaByZs8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x684 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = pdp.pdp_plot(pdp_MedInc,\n",
    "                 'MedInc',\n",
    "                 center=False,\n",
    "                 plot_lines=True,\n",
    "                 frac_to_plot=50,\n",
    "                 plot_pts_dist=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## info_plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pdpbox import info_plots\n",
    "\n",
    "fig, axes, summary_df = info_plots.target_plot(df=df,\n",
    "                                               feature='MedInc',\n",
    "                                               feature_name='MedInc',\n",
    "                                               target='target',\n",
    "                                               show_percentile=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Treeinterpreter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from sklearn.datasets import load_boston\n",
    "from treeinterpreter import treeinterpreter as ti\n",
    "from sklearn.ensemble import RandomForestRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestRegressor(bootstrap=True, ccp_alpha=0.0, criterion='mse',\n",
       "                      max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                      max_samples=None, min_impurity_decrease=0.0,\n",
       "                      min_impurity_split=None, min_samples_leaf=1,\n",
       "                      min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
       "                      n_estimators=100, n_jobs=None, oob_score=False,\n",
       "                      random_state=42, verbose=0, warm_start=False)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "boston = load_boston()\n",
    "rf = RandomForestRegressor(random_state=42)\n",
    "rf.fit(boston.data[:300], boston.target[:300])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([29.729, 23.315])"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "instances = boston.data[[300, 309]]\n",
    "rf.predict(instances)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Instance 0 : 29.73\n",
      "Bias (trainset mean) 25.56\n",
      "Feature contributions:\n",
      "    RM 3.43\n",
      "    LSTAT 1.13\n",
      "    DIS -0.51\n",
      "    PTRATIO 0.43\n",
      "    TAX -0.35\n",
      "    B -0.19\n",
      "    RAD 0.15\n",
      "    CRIM -0.13\n",
      "    AGE 0.11\n",
      "    INDUS 0.09\n",
      "    ZN 0.06\n",
      "    NOX -0.05\n",
      "    CHAS 0.02\n",
      "------------------------------\n",
      "Instance 1 : 23.32\n",
      "Bias (trainset mean) 25.56\n",
      "Feature contributions:\n",
      "    RM -5.49\n",
      "    LSTAT 2.56\n",
      "    CRIM 0.54\n",
      "    TAX -0.19\n",
      "    PTRATIO 0.17\n",
      "    DIS 0.11\n",
      "    RAD 0.06\n",
      "    INDUS 0.06\n",
      "    B -0.04\n",
      "    NOX 0.04\n",
      "    CHAS -0.03\n",
      "    AGE -0.02\n",
      "    ZN 0.00\n",
      "------------------------------\n"
     ]
    }
   ],
   "source": [
    "prediction, bias, contributions = ti.predict(rf, instances)\n",
    "for i in range(len(instances)):\n",
    "    print(\"Instance {} : {:.2f}\".format(i,prediction[i][0]))\n",
    "    print(\"Bias (trainset mean) {:.2f}\".format(bias[i]))\n",
    "    print(\"Feature contributions:\")\n",
    "    for c, feature in sorted(zip(contributions[i], boston.feature_names),\n",
    "                             key=lambda x: -abs(x[0])):\n",
    "        print('{}{} {:.2f}'.format(' '*4 ,feature, c))\n",
    "    print(\"-\" * 30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set default matplotlib settings\n",
    "plt.rcParams['figure.figsize'] = (10, 7)\n",
    "plt.rcParams['lines.linewidth'] = 3\n",
    "plt.rcParams['figure.titlesize'] = 26\n",
    "plt.rcParams['axes.labelsize'] = 18\n",
    "plt.rcParams['axes.titlesize'] = 22\n",
    "plt.rcParams['xtick.labelsize'] = 14\n",
    "plt.rcParams['ytick.labelsize'] = 14\n",
    "plt.rcParams['legend.fontsize'] = 16\n",
    "\n",
    "# Set seaborn colours\n",
    "sns.set_style('darkgrid')\n",
    "sns.set_palette('colorblind')\n",
    "blue, green, red, purple, yellow, cyan = sns.color_palette('colorblind',6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tree_interp_functions import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "t_df = pd.DataFrame(boston.data[300:],columns=boston.feature_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "prediction_t, bias_t, contributions_t = ti.predict(rf, boston.data[300:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df, true_label, score = plot_obs_feature_contrib(rf,\n",
    "                                                 contributions_t,\n",
    "                                                 t_df,\n",
    "                                                 pd.DataFrame(boston.target[300:]),\n",
    "                                                 3,\n",
    "                                                 order_by='contribution',\n",
    "                                                 \n",
    "                                                )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_single_feat_contrib('RM',\n",
    "                         contributions_t,\n",
    "                         t_df,\n",
    "                         class_index=1,\n",
    "                         add_smooth=True,\n",
    "                         frac=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "prediction, bias, contributions = ti.predict(rf,\n",
    "                                             instances[0].reshape(1, -1),\n",
    "                                             joint_contribution=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(['RM'], 2.864),\n",
       " (['INDUS', 'RM', 'AGE', 'DIS', 'RAD'], 0.002),\n",
       " (['INDUS', 'RM', 'DIS', 'RAD'], 0.006),\n",
       " (['RM', 'DIS'], -0.03),\n",
       " (['INDUS', 'RM', 'DIS'], -0.038),\n",
       " (['CRIM', 'INDUS', 'RM', 'AGE', 'DIS', 'TAX', 'B'], 0.004),\n",
       " (['CRIM', 'INDUS', 'RM', 'TAX'], -0.004),\n",
       " (['CRIM', 'INDUS', 'RM', 'TAX', 'B'], -0.007),\n",
       " (['CRIM', 'INDUS', 'RM', 'AGE', 'TAX', 'B'], 0.001),\n",
       " (['CRIM', 'INDUS', 'RM'], 0.004),\n",
       " (['INDUS', 'RM'], 0.053),\n",
       " (['RM', 'DIS', 'TAX'], -0.07),\n",
       " (['RM', 'AGE', 'DIS', 'RAD', 'TAX'], -0.002),\n",
       " (['RM', 'AGE', 'DIS', 'TAX'], -0.004),\n",
       " (['CRIM', 'INDUS', 'RM', 'DIS', 'TAX'], -0.01),\n",
       " (['CRIM', 'INDUS', 'RM', 'AGE', 'DIS', 'TAX'], 0.027),\n",
       " (['INDUS', 'RM', 'TAX'], -0.009),\n",
       " (['INDUS', 'RM', 'DIS', 'TAX'], -0.003),\n",
       " (['RM', 'DIS', 'B', 'LSTAT'], -0.034),\n",
       " (['RM', 'DIS', 'PTRATIO', 'B', 'LSTAT'], 0.003),\n",
       " (['RM', 'LSTAT'], 1.809),\n",
       " (['RM', 'DIS', 'LSTAT'], -0.308),\n",
       " (['INDUS', 'RM', 'DIS', 'PTRATIO', 'B', 'LSTAT'], -0.011),\n",
       " (['RM', 'TAX'], -0.085),\n",
       " (['CRIM', 'ZN', 'NOX', 'RM', 'TAX', 'PTRATIO'], 0.002),\n",
       " (['CRIM', 'ZN', 'RM', 'TAX'], -0.014),\n",
       " (['CRIM', 'ZN', 'RM', 'TAX', 'PTRATIO'], -0.004),\n",
       " (['ZN', 'RM', 'TAX'], 0.024),\n",
       " (['ZN', 'RM', 'AGE', 'DIS', 'RAD', 'LSTAT'], 0.002),\n",
       " (['RM', 'AGE', 'RAD', 'LSTAT'], 0.004),\n",
       " (['CRIM', 'ZN', 'RM', 'AGE', 'DIS', 'RAD', 'LSTAT'], -0.003),\n",
       " (['RM', 'AGE', 'DIS', 'RAD', 'LSTAT'], 0.015),\n",
       " (['RM', 'RAD', 'LSTAT'], 0.052),\n",
       " (['RM', 'TAX', 'PTRATIO', 'LSTAT'], -0.035),\n",
       " (['RM', 'PTRATIO', 'LSTAT'], 0.367),\n",
       " (['CRIM', 'INDUS', 'NOX', 'RM', 'AGE', 'DIS', 'PTRATIO', 'LSTAT'], -0.007),\n",
       " (['RM', 'AGE', 'DIS', 'LSTAT'], 0.019),\n",
       " (['INDUS', 'NOX', 'RM', 'AGE', 'DIS', 'LSTAT'], -0.002),\n",
       " (['NOX', 'RM', 'AGE', 'DIS', 'LSTAT'], -0.01),\n",
       " (['INDUS', 'NOX', 'RM', 'AGE', 'DIS', 'PTRATIO', 'LSTAT'], -0.014),\n",
       " (['CRIM', 'NOX', 'RM'], -0.032),\n",
       " (['NOX', 'RM'], 0.022),\n",
       " (['CRIM', 'NOX', 'RM', 'LSTAT'], -0.001),\n",
       " (['RM', 'B'], -0.065),\n",
       " (['NOX', 'RM', 'B'], -0.023),\n",
       " (['RM', 'DIS', 'TAX', 'LSTAT'], -0.076),\n",
       " (['CRIM', 'RM', 'DIS', 'LSTAT'], -0.023),\n",
       " (['RM', 'TAX', 'PTRATIO'], 0.008),\n",
       " (['ZN', 'RM', 'TAX', 'PTRATIO', 'LSTAT'], -0.01),\n",
       " (['ZN', 'RM', 'DIS', 'B', 'LSTAT'], -0.003),\n",
       " (['CRIM', 'RM', 'LSTAT'], -0.059),\n",
       " (['CRIM', 'RM', 'AGE', 'DIS', 'PTRATIO', 'LSTAT'], 0.006),\n",
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       " (['CRIM', 'RM', 'PTRATIO', 'LSTAT'], 0.004),\n",
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       " (['NOX', 'RM', 'AGE', 'DIS', 'RAD', 'PTRATIO', 'LSTAT'], 0.02),\n",
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       " (['NOX', 'RM', 'AGE', 'DIS', 'RAD', 'PTRATIO', 'B', 'LSTAT'], -0.011)]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ret = []\n",
    "for k in contributions[0].keys():\n",
    "    v = np.round(contributions[0].get(k, 0)[0], 3)\n",
    "    ret.append(([boston[\"feature_names\"][i] for i in k], v))\n",
    "ret"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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